Tags give the ability to mark specific points in history as being important
  • v5.0.0
    • bob.buildout
      • v2.1.7 (Jul 17, 2018 12:17)
    • bob.extension
      • v3.0.0 (Jun 27, 2018 13:53)
        • Breaking and significant changes:
        • Removed bob_new_version script bob.extension!76
        • Implemented bob click command bob.extension!64 bob.extension!73
        • bob.extension!77 bob.extension!74 bob.extension!75
        • Detailed changes:
        • bob.extension!75 Fix a bug when commands where invoked multiple times
        • bob.extension!72 Added the function bob.extension.download_and_unzip in
        • the core functionalities: Closes bob.extensionbob.extension#50
        • bob.extension!77 Fix list option
        • bob.extension!64 Implementation of the bob script using click: Fixes
        • bob.extensionbob.extension#44
        • bob.extension!79 added support for pytorch doc
        • bob.extension!80 Add scikit-learn intersphinx mapping
        • bob.extension!81 Add prefix aliasing for bob commands
        • bob.extension!83 Fixed issue with bz2 files: For some reason, it is not
        • possible to open some bz2 files for reading ('r:bz2') using the
        • tarfile module. For instance, this is failing with the dlib
        • landmarks model. If I use the bz2 module it works. This patch uses
        • the bz2 module for bz2 compressed files.
        • bob.extension!82 Resolve "The -DBOOST_VERSION flag has unnecessary and
        • unwanted quotes": Closes bob.extensionbob.extension#58
        • bob.extension!76 Resolve "Documentation should be improved": [doc] added
        • the reference to NumPy style docstrings, added note on new package
        • instructions, added corresponding links Closes bob.extensionbob.extension#55
      • v3.1.0 (Jul 17, 2018 12:23)
    • bob.blitz
      • v2.0.16 (Jul 17, 2018 12:34)
        • bob.blitz!11 [sphinx] Fixed doctest: Close bob.blitzbob.blitz#12
    • bob.core
      • v2.2.1 (Jul 17, 2018 12:52)
        • bob.core!17 Adapted the documentation to the new behavior of version
        • exporting: When merging bob.extensionbob.core!82, this MR will update the
        • according documentation.
        • bob.core!16 Use log modules from bob.extension
    • bob.io.base
      • v3.0.4 (Jul 17, 2018 13:11)
        • bob.io.base!25 Resolve "HDF5_VERSION is computed but never used": Closes
        • bob.io.basebob.io.base#19
    • bob.math
      • v3.1.2 (Jul 17, 2018 13:38)
        • bob.math!18 Fixing SVD test: Just fixing the sign of the last
        • eigenvector. More info check it out bob.mathbob.math#10
    • bob.measure
      • v4.0.0 (Jul 17, 2018 13:57)
        • Breaking and significant changes:
        • Removed the old plotting scripts (compute_perf.py, etc.).
        • Added a new 2-column score format specific to bob.measure.
        • Implemented generic metrics and plotting scripts. Do ``bob measure
        • --help`` to see the new scripts and refer to the documentation.
        • Matplotlib 2.2 and above is required now.
        • Some biometric-related-only functionality is moved to bob.bio.base.
        • Detailed changes:
        • bob.measure!52 generic plotting script for bob measure: From
        • bob.measurebob.measure#37, provide generic plotting scripts: * bob measure
        • evaluate * bob measure hist * bob measure hter * ...
        • bob.measure!55 Change option name criter to criterion
        • bob.measure!56 Fix error in context name
        • bob.measure!57 Extend bins number option
        • bob.measure!58 Change variable name form criter to criterion
        • bob.measure!59 Bug fix: incorrect input file reading
        • bob.measure!60 Bugfix
        • bob.measure!54 Refactors the score loading and scripts functionality:
        • This merge request: * Move the biometric related functionality of
        • bob.measure to bob.bio.base. * Add confidence interval calculations *
        • Provide a score format for bob.measure with load functionalities *
        • Provide a generic plotting script bob measure in bob.measure using
        • bob.measure input file format: * bob measure metrics: to compute
        • thresholds and evaluate performances * bob measure roc: to plot
        • ROC * bob measure det: to plot DET * bob measure hist:
        • to plot histograms * bob measure epc : to plot EPC * `bob
        • measure evaluate: applies all the above commands at once *bob
        • measure gen: to generate fake scores forbob.measure` Each command
        • accepts one or several (dev,eval) score(s) file(s) for each system.
        • bob.measure!61 Title and histograms subplots: Account for this
        • bob.bio.basebob.measure!146bob.measure#note_28760.
        • Titles can be remove using an empty string, i.e. -t ' ' *
        • Histograms support subplot display, see options --subplots * Add
        • --legends-ncol option
        • bob.measure!62 Improve legends in histograms
        • bob.measure!48 recompute far values in roc_for_far: Fixes bob.measurebob.measure#27
        • bob.measure!44 Compute roc using roc_for_far internally: Fixes
        • bob.measurebob.measure#26
        • bob.measure!43 Resolve "FAR and FRR thresholds are computed even when
        • there is no data support": Closes bob.measurebob.measure#27 Also changes
        • behavior of far_threshold and frr_threshold where the returned threshold
        • guarantees the at most the requested far/frr value.
        • bob.measure!63 Enable semilogx option in roc curves: * Fixes
        • bob.measurebob.measure#40 * Remove 0 points on x-axis in semilogx plots.
        • Matplotlib 2 was doing this automatically before but matplotlib 2.2
        • doesn't * Code clean-up
        • bob.measure!64 Fix semilog plots for non numpy arrays: Fixes
        • bob.bio.basebob.measure#117
        • bob.measure!65 Modification of criterion_option: Correct display of
        • available criteria
        • bob.measure!66 Add prefix aliasing: Prefix aliasing using AliasedGroup
        • for bob.extension
        • bob.measure!68 Change --eval option default and Various fixes: Change
        • defaults, clean unused options for histograms. Fix bob.bio.basebob.measure#112
        • bob.measure!69 Explain that the thresholds might not satisfy the
        • requested criteria: * Add a helper eer function for convenience.
        • bob.measure!50 Generic loading input file: Add a generic input file
        • loading function for bob measure and its corresponding test. From issue
        • bob.measurebob.measure#39, comments bob.measurebob.measure#39bob.measure#note_26366.
        • bob.measure!71 Fix issues with matplotlib.hist.: For some reason
        • mpl.hist hangs when n_bins is set to auto. This is related with
        • https://github.com/numpy/numpybob.measure#8203 This MR set the default value to
        • doane. Furthermore, allows you to pick one of the options here
        • https://docs.scipy.org/doc/numpy/reference/generated/numpy.histogram.htmlbob.measure#numpy.histogram
        • This will fix one of the points here bob.pad.basebob.measure!43
        • bob.measure!72 Various improvements: Fix bob.measurebob.measure#41 and
        • bob.measurebob.measure#42
        • bob.measure!70 Improvements to new metrics codes
        • bob.measure!73 Histogram legends: Fix bob.measurebob.measure#44
        • bob.measure!74 Bins histograms: Option only depends on the number of
        • data plotter per histograms, not the number of system. For example, pad
        • hist requires 2 nbins and vuln hist requires 3 independently on the
        • number of systems to be plotted. Fix bob.measurebob.measure#45.
        • bob.measure!75 Fix issue with histo legends: Fix bob.measurebob.measure#47 Also
        • change default for number of legend columns. Add comments and doc in
        • the code for Hist.
        • bob.measure!76 Histo fix: Fix typo and bob.pad.basebob.measure!43bob.measure#note_31884
        • bob.measure!77 dd lines for dev histograms: See
        • bob.pad.basebob.measure!43bob.measure#note_31903
        • bob.measure!78 Metrics: All stuff related to bob.measurebob.measure#46.
        • bob.measure!79 Add a command for multi protocol (N-fold cross
        • validation) analysis
        • bob.measure!80 Consider non 1 values negatives: This will make
        • bob.measure scripts work with FOFRA scores
        • bob.measure!81 Compute HTER using FMR and FNMR: As discussed in the
        • meeting. Fixes bob.measurebob.measure#48
        • bob.measure!83 Enable grid on all histograms
        • bob.measure!84 Improve the constrained layout option
        • bob.measure!82 Various fixes: * Change measure metrics * Document and
        • change HTER * add decimal precision option for metric * Use acronyms
        • instead of full names in figures * Remove filenames form figures and
        • add log output instead
        • bob.measure!86 Fix decimal number control for metrics: Fixes
        • bob.measurebob.measure#52
        • bob.measure!88 Fix tests: Should fix bob.nightliesbob.measure#40
        • bob.measure!67 Titles: Allow list of titles and remove (development)
        • (evaluation) when default titles are modified
        • bob.measure!45 Condapackage
        • bob.measure!85 Fix broken commands cref bob.extensionbob.measure!86
        • bob.measure!53 Change the way the scores arguments are passed to the
        • compute() function: it now: Change the way the scores arguments are
        • passed to the compute() function: it now does not rely on dev,eval pairs
        • anymore and can take any number of different files (e.g. train)
        • bob.measure!87 Update documentation and commands: FAR->FPR, FRR->FNR:
        • Fix bob.measurebob.measure#54
    • bob.io.image
      • v2.4.2 (Jul 17, 2018 14:23)
        • bob.io.image!41 Resolve "versions of image libraries are evaluated by
        • hand and given as parameters on the compiler command line": Closes
        • bob.io.imagebob.io.image#32
    • bob.db.base
      • v3.0.1 (Jul 17, 2018 14:45)
        • bob.db.base!42 Handle errors when loading db interfaces: Fixes
        • bob.db.basebob.db.base#24
    • bob.io.video
    • bob.io.matlab
      • v2.0.12 (Jul 17, 2018 16:51)
    • bob.io.audio
      • v2.0.8 (Jul 17, 2018 17:35)
        • bob.io.audio!7 Resolve "version relies on compiler command line
        • parameter": Closes bob.io.audiobob.io.audio#6
    • bob.sp
      • v2.0.12 (Jul 17, 2018 17:59)
    • bob.ap
      • v2.1.7 (Jul 17, 2018 18:23)
        • [sphinx] Fixed doc tests
    • bob.ip.base
      • v2.2.2 (Jul 17, 2018 18:42)
        • bob.ip.base!16 Add a block_generator function. Fixes bob.ip.basebob.ip.base#11
        • [sphinx] Fixed doc tests
    • bob.ip.color
      • v2.0.12 (Jul 17, 2018 19:08)
    • bob.ip.draw
      • v2.0.11 (Jul 17, 2018 19:26)
    • bob.ip.gabor
      • v2.0.13 (Jul 17, 2018 19:43)
    • bob.learn.activation
      • v2.0.12 (Jul 17, 2018 20:10)
    • bob.learn.libsvm
      • v2.1.1 (Jul 17, 2018 20:28)
        • bob.learn.libsvm!9 Resolve "LIBSVM_VERSION is passed as a string to the
        • compiler, but evaluated as uint64_t in the code": Closes
        • bob.learn.libsvmbob.learn.libsvm#10
    • bob.learn.linear
      • v2.1.4 (Jul 17, 2018 20:47)
        • [sphinx] Fixed doc tests
    • bob.learn.mlp
      • v2.1.8 (Jul 17, 2018 21:07)
        • [sphinx] Fixed doc tests
    • bob.learn.boosting
      • v2.0.15 (Jul 17, 2018 21:26)
    • bob.db.iris
      • v2.1.3 (Jul 17, 2018 21:47)
    • bob.learn.em
      • v2.1.2 (Jul 17, 2018 22:09)
        • [sphinx] Fixed doc tests
    • bob.db.wine
      • v2.0.11 (Jul 17, 2018 22:29)
    • bob.db.mnist
      • v2.2.1 (Jul 17, 2018 22:43)
      • v2.2.2 (Jul 18, 2018 09:38)
    • bob.db.atnt
      • v2.0.12 (Jul 18, 2018 09:47)
    • bob.ip.facedetect
      • v2.1.6 (Jul 18, 2018 10:02)
        • [sphinx] Fixed doc tests
    • bob.ip.optflow.hornschunck
      • v2.0.15 (Jul 18, 2018 10:13)
    • bob.ip.optflow.liu
      • v2.0.14 (Jul 18, 2018 10:35)
    • bob.ip.flandmark
      • v2.1.8 (Jul 18, 2018 10:57)
    • gridtk
      • v1.6.2 (Jul 18, 2018 11:23)
        • gridtk!21 remove the submitted command line column when not long: Fixes
        • gridtkgridtk#27
        • gridtk!20 Resolve "jman fails when jobs are deleted before they are
        • finished": Closes gridtkgridtk#26
        • gridtk!22 Memory argument sets gpumem parameter for gpu queues: Fixes
        • gridtkgridtk#24
        • gridtk!23 Accept a plus sign for specifying the job ranges
    • bob.ip.qualitymeasure
      • v1.1.1 (Jul 18, 2018 11:27)
    • bob.ip.skincolorfilter
      • v0.0.5 (Jul 18, 2018 11:52)
    • bob.ip.facelandmarks
      • v1.0.6 (Jul 18, 2018 12:11)
    • bob.ip.dlib
      • v1.0.5 (Jul 18, 2018 12:35)
        • bob.ip.dlib!13 Removed bob_to_dlib_image_convertion functions and
        • replaced them to bob.io.image.to_matplotlib: CLoses bob.ip.dlibbob.ip.dlib#6
        • bob.ip.dlib!11 Fix in the download mechanism
    • bob.ip.mtcnn
      • v0.0.1 (May 23, 2018 17:56)
        • First release
        • bob.ip.mtcnn!4 Added conda recipe: Closes bob.ip.mtcnnbob.ip.mtcnn#2 We don't
        • have a caffe for Mac OSX in the defaults channel. This can be an issue
        • for the bob.pad.face builds.
        • bob.ip.mtcnn!5 Deleted the fuctions bob_to_dlib_image_convertion and…:
        • Deleted the fuctions bob_to_dlib_image_convertion and
        • dlib_to_bob_image_convertion and replaced them by the
        • bob.io.color.to_matplotlib Closes bob.ip.mtcnnbob.ip.mtcnn#3 [sphinx] Fixed
        • plots
        • bob.ip.mtcnn!6 [conda] Fixed conda recipe for the nightlies build issue
        • bob.ip.mtcnnbob.ip.mtcnn#5: Closes bob.ip.mtcnnbob.ip.mtcnn#5
      • v1.0.0 (May 23, 2018 20:01)
        • First release
      • v1.0.1 (Jul 18, 2018 12:56)
    • bob.db.arface
      • v2.1.6 (Jul 18, 2018 13:24)
    • bob.db.asvspoof
      • v1.2.1 (Jul 18, 2018 13:38)
    • bob.db.asvspoof2017
      • v1.1.1 (Jul 18, 2018 13:55)
        • bob.db.asvspoof2017!5 Update link to avspoof 2017
    • bob.db.atvskeystroke
      • v2.1.7 (Jul 18, 2018 14:09)
    • bob.db.avspoof
      • v2.3.1 (Jul 18, 2018 14:23)
    • bob.db.banca
      • v2.1.7 (Jul 18, 2018 14:45)
    • bob.db.biosecure
      • v2.1.7 (Jul 18, 2018 15:09)
    • bob.db.biosecurid.face
      • v2.1.10 (Jul 18, 2018 15:23)
    • bob.db.casme2
      • v2.1.7 (Jul 18, 2018 15:38)
    • bob.db.caspeal
      • v2.1.7 (Jul 18, 2018 15:52)
    • bob.db.cohface
      • v1.1.1 (Jul 18, 2018 16:07)
    • bob.db.frgc
      • v2.1.5 (Jul 18, 2018 16:31)
    • bob.db.gbu
      • v2.1.6 (Jul 18, 2018 17:40)
    • bob.db.hci_tagging
      • v1.1.1 (Jul 18, 2018 17:55)
    • bob.db.ijbc
      • v1.0.0 (Jul 19, 2018 15:03)
        • First release
    • bob.db.kboc16
      • v2.1.1 (Jul 18, 2018 18:26)
    • bob.db.lfw
      • v2.1.7 (Jul 18, 2018 18:40)
    • bob.db.livdet2013
      • v2.1.1 (Jul 18, 2018 18:56)
    • bob.db.mobio
      • v2.2.1 (Jul 18, 2018 19:10)
    • bob.db.msu_mfsd_mod
      • v2.2.5 (Jul 18, 2018 19:25)
    • bob.db.multipie
      • v2.1.6 (Jul 18, 2018 19:41)
    • bob.db.nist_sre12
      • v3.0.5 (Jul 18, 2018 20:18)
    • bob.db.putvein
      • v1.3.1 (Jul 18, 2018 21:08)
      • v1.3.2 (Jul 18, 2018 21:58)
    • bob.db.replay
      • v3.0.5 (Jul 18, 2018 22:07)
    • bob.db.replaymobile
    • bob.db.scface
      • v2.1.7 (Jul 18, 2018 22:36)
    • bob.db.utfvp
      • v3.0.1 (Jul 18, 2018 22:51)
    • bob.db.verafinger
      • v2.0.2 (Jul 18, 2018 23:07)
    • bob.db.fv3d
      • v1.1.2 (Jul 18, 2018 23:22)
    • bob.db.voicepa
      • v1.1.1 (Jul 19, 2018 00:55)
    • bob.db.xm2vts
      • v2.1.6 (Jul 19, 2018 10:21)
    • bob.db.youtube
      • v2.1.6 (Jul 19, 2018 10:36)
    • bob.db.pericrosseye
      • v1.0.3 (Jul 19, 2018 10:51)
    • bob.db.maskattack
      • v0.0.1 (Jul 20, 2018 21:25)
        • first release
    • bob.bio.base
      • v4.0.0 (Jul 19, 2018 11:05)
        • Breaking and significant changes
        • Removed the old evaluate.py script.
        • Functionality to load biometric scores are now in bob.bio.base.score
        • Added new scripts for plotting and evaluations. Refer to docs.
        • Added a new baselines concept. Refer to docs.
        • Detailed changes
        • bob.bio.base!147 Update installation instructions since conda's usage
        • has changed.
        • bob.bio.base!148 Archive CSU: closes bob.bio.basebob.bio.base#109
        • bob.bio.base!146 Add 4-5-col files related functionalities and add
        • click commands: In this merge: * Add loading functionalities from
        • bob.measure * Add the following click commands (as substitutes for
        • old script evaluate.py) using 4- or 5 - scores input files: * `bob
        • bio metrics*bob bio roc*bob bio det*bob bio
        • epc*bob bio hist*bob bio evaluate` : calls all the
        • above commands at once * bob bio cmc * bob bio dic *
        • bob bio gen Plots follow ISO standards. The underlying
        • implementation of the mentioned commands uses bob.measure base
        • classes. Fixes bob.bio.basebob.bio.base#108
        • bob.bio.base!149 Set io-big flag for the demanding grid config: Closes
        • bob.bio.basebob.bio.base#110 Anyone cares to review this one? It's harmless.
        • bob.bio.base!143 Set of click commands for bio base: From
        • bob.bio.basebob.bio.base#65 Provide commands in bio base: - bob bio metrics
        • bob bio roc - bob bio evaluate (Very similar to evalute.py)
        • bob.bio.base!152 Removed unused import imp and solving bob.bio.basebob.bio.base#83:
        • Closes bob.bio.basebob.bio.base#83
        • bob.bio.base!153 Added the protocol argument issue bob.bio.basebob.bio.base#111:
        • Closes bob.bio.basebob.bio.base#111
        • bob.bio.base!154 Fixes in ROC and DET labels
        • bob.bio.base!157 Fixed bob bio dir x_labels and y_labels: The labels of
        • the DIR plot were incorrect.
        • bob.bio.base!155 Write parameters in a temporary config file to enable
        • chain loading: Fixes bob.bio.basebob.bio.base#116
        • bob.bio.base!150 Exposing the method groups in our FileDatabase API
        • bob.bio.base!158 Add prefix aliasing for Click commands
        • bob.bio.base!160 Titltes: Allows a list of titles Fixes
        • bob.bio.basebob.bio.base#121. Requires bob.measurebob.bio.base!67
        • bob.bio.base!159 Resolve "Documentation does not include a link to the
        • recordings of the IJCB tutorial": Closes bob.bio.basebob.bio.base#122
        • bob.bio.base!161 Change --eval option default and Various fixes: fixes
        • bob.bio.basebob.bio.base#112. Add and clean histo options. See
        • bob.measurebob.bio.base!67bob.bio.base#note_30951 Requires bob.measurebob.bio.base!68
        • bob.bio.base!163 Reduce repition between commands: Depends on
        • bob.measurebob.bio.base!70
        • bob.bio.base!162 Removed traces of evaluate.py in the documentation
        • bob.bio.base!164 Fix test according to changes in nbins option
        • bob.bio.base!165 Set names for different bio metrics: Bio specific names
        • for metrics when using bob.measure Metrics
        • bob.bio.base!166 Add a command for multi protocol (N-fold cross
        • validation) analysis: Similar to bob.measurebob.bio.base!79
        • bob.bio.base!167 Various fixes: Requires bob.measurebob.bio.base!82 Similar to
        • bob.measurebob.bio.base!82 for bio commands
        • bob.bio.base!168 Documentation changes in bob bio annotate: Depends on
        • bob.extensionbob.bio.base!86
        • bob.bio.base!156 Using the proper verify script depending on system:
        • Closes bob.bio.basebob.bio.base#119
        • bob.bio.base!151 Created the Baselines Concept
        • bob.bio.base!169 Change assert to assert_click_runner_result
    • bob.bio.gmm
      • v3.2.2 (Jul 19, 2018 11:31)
        • bob.bio.gmm!19 Fix bob.measure->bob.bio.base related issues: Fixes
        • bob.bio.gmmbob.bio.gmm#25
        • bob.bio.gmm!20 argument allow_missing_files wrongly passed to qsub
        • bob.bio.gmm!21 IVector - Fix LDA rank: With this MR we make sure that
        • the dimension of the LDA matrix is not higher than its rank.
    • bob.bio.face
      • v4.0.0 (Jul 19, 2018 12:20)
        • Breaking changes:
        • Dropped support for CSU baselines
        • Detailed changes:
        • bob.bio.face!47 Accept an annotator in FaceCrop: related to
        • bob.bio.facebob.bio.face#26
        • bob.bio.face!48 Dropped support to CSU baselines issue bob.bio.facebob.bio.face#29
        • bob.bio.face!51 Removing baselines: Related to this MR bob.bio.face!49
        • bob.bio.face!50 Ijbc highlevel
        • bob.bio.face!49 Refactoring baselines: Now we can all the facerec
        • baselines can be reached via bob bio baselines --help. Refer to
        • docs.
    • bob.bio.spear
      • v3.2.1 (Jul 19, 2018 17:46)
        • bob.bio.spear!40 Handle mute audio correctly: Fixes bob.bio.spearbob.bio.spear#31
      • v3.2.2 (Jul 19, 2018 18:23)
        • bob.bio.spear!40 Handle mute audio correctly: Fixes bob.bio.spearbob.bio.spear#31
    • bob.bio.video
      • v3.4.2 (Jul 19, 2018 18:32)
        • bob.bio.video!35 Add video wrappers using chain loading: Fixes
        • bob.bio.videobob.bio.video#12
        • bob.bio.video!36 Load videos frame by frame in annotators: Related to
        • bob.bio.videobob.bio.video#13
    • bob.bio.vein
    • bob.db.voxforge
      • v2.3.2 (Jul 20, 2018 09:30)
        • bob.db.voxforge!20 Handling the --help command in download_and_untar
        • script: Fixes bob.db.voxforgebob.db.voxforge#12
        • bob.db.voxforge!18 Fixed the index.rst to match joint docs requirements
    • bob.db.ijba
      • v2.1.1 (Jul 20, 2018 19:39)
    • bob.rppg.base
      • v1.1.0 (Jun 22, 2018 08:58)
        • Initial conda release for rPPG algorithms
        • Bug correction in the CHROM algorithm
        • Python 2 and 3 compatibility
        • Improved documentation (mostly Python API)
      • v2.0.0 (Jun 27, 2018 15:52)
        • getting rid of bob.db.* dependencies
        • usage of configuration files
      • v2.0.1 (Jul 20, 2018 10:13)
        • bob.rppg.base!8 Resolve "Potential bug when computing average color from
        • mask": Closes bob.rppg.basebob.rppg.base#15
        • bob.rppg.base!7 Fixed recipe to test all modules
    • bob.pad.base
      • v2.1.0 (Jul 20, 2018 10:34)
        • Significant changes:
        • Added new plotting and evaluation scripts. Refer to docs.
        • Detailed Changes:
        • bob.pad.base!52 Change assert to assert_click_runner_result
        • bob.pad.base!50 Add new classification algorithms: As mentioned here
        • bob.pad.base!33 here is the new branch
        • bob.pad.base!51 Fix broken commands cref bob.extensionbob.pad.base!86
        • bob.pad.base!48 Various fix: Requires bob.measurebob.pad.base!82 Similar to
        • bob.measurebob.pad.base!82 for PAD
        • bob.pad.base!45 Allow PAD filelist database to be used in vulnerability
        • experiments
        • bob.pad.base!47 Remove bob vuln metrics and evaluate commands: since
        • they were not well defined and we do not know what should be in there.
        • rename --hlines-at to --fnmr in bob vuln roc,det commands small
        • nit-pick fixes overall
        • bob.pad.base!43 Finalization of plots: Fixes bob.pad.basebob.pad.base#22. Requires
        • merge bob.measurebob.pad.base!65. Requires bob.measurebob.pad.base!67
        • bob.pad.base!46 Add a command for multi protocol (N-fold cross
        • validation) analysis: Depends on bob.measurebob.pad.base!79
        • bob.pad.base!44 Remove the grid_search.py entrypoint: Fixes
        • bob.pad.basebob.pad.base#23
        • bob.pad.base!41 Set of click commands for pad: Provide commands: bob
        • pad metrics bob pad epc bob pad epsc bob pad gen
        • bob.pad.base!42 Set of click commands for pad: Provide commands: bob
        • pad metrics bob pad epc bob pad epsc bob pad gen
        • added MLP and LDA classifiers for PAD
    • bob.pad.face
      • v2.1.0 (Jul 20, 2018 11:10)
        • bob.pad.face!68 Improve load_utils.py: * Plus some minor fixes to the
        • frame-diff method
        • bob.pad.face!67 HLDI for the CelebA database and quality estimation
        • script: This MR contains two contributions: 1. The High Level DB
        • interface for the CelebA database. 2. The quality assessment script +
        • config file allowing to estimate the quality of preprocessed CelebA
        • images.
        • bob.pad.face!66 Added an option to exclude specific types of attacks
        • from train set in BATL DB: This allows to exclude specific PAIs from the
        • training set of the BATL DB. PAIs currently handled: makeup.
        • bob.pad.face!65 Updated the HLDI of BATL DB, added FunnyEyes fix, and
        • protocol joining test and dev sets
        • bob.pad.face!64 Add support for external annotations in replaymobile
        • bob.pad.face!60 Change the API of yield_faces
        • bob.pad.face!62 Add a script for analyzing database face sizes
        • added preprocessors and extractors for pulse-based PAD.
    • bob.pad.voice
      • v1.0.5 (Jun 27, 2018 16:00)
        • Fix imports and add an alias for PadVoiceFile
        • experimental audio eval: support for 2, 3 layers lstms
        • Fix error related to bob.measure->bob.bio.base movings Fixes
        • bob.pad.voicebob.pad.voice#4
        • bob.pad.voice!14 Fix error related to bob.measure->bob.bio.base movings:
        • Fixes bob.pad.voicebob.pad.voice#4
        • bob.pad.voice!15 Fix imports and add an alias for PadVoiceFile
      • v1.0.6 (Jul 20, 2018 11:55)
    • bob.pad.vein
      • v1.0.1 (Jul 20, 2018 12:23)
        • Fix database tests
    • bob.db.oulunpu
    • bob.db.uvad
      • v0.0.2 (Jul 20, 2018 17:19)
    • bob.db.cuhk_cufs
      • v2.2.1 (May 23, 2018 16:55)
      • v2.2.2 (Jul 20, 2018 18:12)
    • bob.db.cbsr_nir_vis_2
      • v2.0.2 (May 23, 2018 17:35)
        • Removed deprecated entrypoints
        • Ported to the new CI
      • v2.0.3 (Jul 20, 2018 18:35)
    • bob.db.nivl
      • v0.0.1 (May 23, 2018 18:15)
        • First release
      • v1.0.0 (May 24, 2018 11:37)
        • First release
      • v1.0.1 (Jul 20, 2018 18:50)
    • bob.db.pola_thermal
      • v0.0.1 (May 23, 2018 18:57)
        • First release
      • v1.0.0 (May 24, 2018 11:54)
        • First release
      • v1.0.1 (Jul 20, 2018 19:07)
    • bob.db.cuhk_cufsf
      • v0.0.1 (May 23, 2018 19:10)
        • First release
      • v1.0.0 (May 24, 2018 12:09)
        • First release
      • v1.0.1 (Jul 20, 2018 19:24)
    • bob.ip.tensorflow_extractor
    • bob.ip.caffe_extractor
    • bob.bio.caffe_face
      • v1.1.1 (Jul 20, 2018 20:54)
  • v4.0.1
    • Made the pip dependencies optional too.
  • v4.0.0
    • bob.buildout
      • v2.1.3 (Sep 22, 2017 10:37)
        • port to new CI/CD
      • v2.1.4 (Sep 22, 2017 11:34)
        • port to new CI/CD
      • v2.1.5 (Sep 22, 2017 13:58)
        • no significant changes
      • v2.1.6 (Feb 27, 2018 16:29)
        • Enables built-in conda packaging
        • Provides user/development guides
        • Provides an alternative for gdb (based on lldb) for MacOS
        • Improve handling of environments for Python 3.6 (issue bob.buildout#24)
    • bob.extension
      • v2.5.0 (Apr 10, 2018 13:10)
        • Big changes to the documentation of this package: divided guide in
        • package development and package creation; added section for implementing
        • configuration and command-line application for bob extensions.
        • Initial implementation for a (more) centrally-available python-based
        • configuration system. The implementation is based on the config-file
        • support that existed in bob.bio.base. Since the initial port, it has
        • improved quite a lot to support a number of features. Check the
        • documentation for details and how to use these on your packages.
        • Initial implementation of a command-line infrastructure for bob
        • packages. The implementation is based on click and extensible to other
        • packages in the Bob framework. Check the documentation for details.
        • Added support for stacked processors
        • Fixes for compilation from scratch on newer versions of gcc, namely by
        • having a more comprehensive use of "-isystem"
        • Improvements to our internal search-path functionality for building
        • other packages
        • Ported to new CI/CD
    • bob.blitz
      • v2.0.15 (Apr 10, 2018 13:35)
        • Migrate to conda based CI
    • bob.core
      • v2.2.0 (Apr 10, 2018 14:02)
        • Migrate to conda based CI
        • Fix test values (closes bob.corebob.core#8)
        • Use log modules from bob.extension
        • improve tests
    • bob.io.base
      • v3.0.3 (Apr 10, 2018 14:33)
        • Migrate to conda based CI
    • bob.math
      • v3.1.0 (Apr 10, 2018 15:30)
        • Migrate to conda based CI
        • Add blas features
        • trust numpy in finding blas/lapack. Fixes bob.mathbob.math#14
      • v3.1.1 (Apr 10, 2018 16:32)
        • No changes.
    • bob.measure
      • v3.0.0 (Apr 10, 2018 17:05)
        • Fixed issue with FAR and FRR values being exactly 1 or 0
        • Corrected the threshold calculation in far_threshold() and frr_threshold(), which now guarantees to produce at most of given FAR or FRR values.
        • Never return NaNs for far_threshold() and frr_threshold() functions
        • Optimized implementation of ROC for a given FAR
        • Added an option to capture the output in a log file
        • Updated docs and tests accordingly
    • bob.io.image
      • v2.4.0 (Apr 10, 2018 17:48)
        • Fixed issue with PGM image load when such images have extra bytes, see bob.io.image!36
        • Relax matplotlib requirement bob.io.image!39
        • Migrate to conda based CI
      • v2.4.1 (Apr 10, 2018 18:25)
        • No changes.
    • bob.db.base
      • v3.0.0 (Apr 10, 2018 18:55)
        • Migrate to conda based CI
        • Implemented local file upload bob.db.basebob.db.base#20
        • Added support for JSON annotation format
        • Unified use of original_directory and original_extension
        • Minor improvements
    • bob.io.video
      • v2.1.0 (Apr 10, 2018 19:15)
        • Migrate to conda based CI
        • adjust test values to openh264
        • Revamped code for ffmpeg-3.1+ s
        • Fixes bob.io.videobob.io.video#10
      • v2.1.1 (Apr 17, 2018 10:36)
        • Sligthly increased noise test parameters on mp4 files with mpeg2video codecs (closed bob.io.video#11)
    • bob.io.matlab
      • v2.0.11 (Apr 10, 2018 19:40)
        • Migrate to conda based CI
    • bob.io.audio
      • v2.0.7 (Apr 10, 2018 20:02)
        • Migrate to conda based CI
    • bob.sp
      • v2.0.11 (Apr 10, 2018 20:26)
        • Migrate to conda based CI
    • bob.ap
      • v2.1.6 (Apr 10, 2018 20:50)
        • Migrate to conda based CI
    • bob.ip.base
      • v2.2.0 (Apr 10, 2018 21:14)
        • Improved compatibility for non-C++-11 compilers
        • Migrate to conda based CI
        • Fix matplotlib requirement
      • v2.2.1 (Apr 10, 2018 21:55)
        • No changes.
    • bob.ip.color
      • v2.0.11 (Apr 10, 2018 22:35)
        • Migrate to conda based CI
    • bob.ip.draw
      • v2.0.10 (Apr 11, 2018 09:46)
        • Migrate to conda based CI
    • bob.ip.gabor
      • v2.0.12 (Apr 11, 2018 10:31)
        • Migrate to conda based CI
    • bob.learn.activation
      • v2.0.11 (Apr 11, 2018 11:38)
        • Migrate to conda based CI
    • bob.learn.libsvm
      • v2.1.0 (Apr 11, 2018 12:24)
        • Migrate to conda based CI
        • Makes sure we can load/save files with arbitrary extensions
    • bob.learn.linear
      • v2.1.3 (Apr 11, 2018 13:23)
        • Migrate to conda based CI
    • bob.learn.mlp
      • v2.1.7 (Apr 11, 2018 15:17)
        • Migrate to conda based CI
    • bob.learn.boosting
      • v2.0.14 (Apr 11, 2018 15:45)
        • Migrate to conda based CI
    • bob.db.iris
      • v2.1.2 (Apr 11, 2018 16:17)
        • Migrate to conda based CI
    • bob.learn.em
      • v2.1.1 (Apr 11, 2018 16:42)
        • Migrate to conda based CI
        • Add test time dependencies
        • remove unused ref 5. please see bob.learn.embob.learn.em#27
    • bob.db.wine
      • v2.0.10 (Apr 11, 2018 17:22)
        • Migrate to conda based CI
    • bob.db.mnist
      • v2.2.0 (Apr 11, 2018 17:44)
        • Migrate to conda based CI
        • Now download metadata during build
    • bob.db.atnt
      • v2.0.11 (Apr 11, 2018 18:06)
        • Migrate to conda based CI
    • bob.ip.facedetect
      • v2.1.5 (Apr 11, 2018 18:29)
        • Migrate to conda based CI
    • bob.ip.optflow.hornschunck
      • v2.0.14 (Apr 11, 2018 19:03)
        • Migrate to conda based CI
    • bob.ip.optflow.liu
      • v2.0.13 (Apr 11, 2018 19:51)
        • Migrate to conda based CI
    • bob.ip.flandmark
      • v2.1.7 (Apr 11, 2018 20:38)
        • Migrate to conda based CI
    • gridtk
      • v1.5.0 (Nov 20, 2017 09:07)
      • v1.6.0 (Apr 11, 2018 21:23)
        • jgen tool: added an option --unique-aggregate to make the aggregate output unique
        • Migrate to conda based CI
        • Improve tests and docs
      • v1.6.1 (Apr 12, 2018 11:11)
        • no changes.
    • bob.ip.qualitymeasure
      • v1.1.0 (Apr 12, 2018 14:08)
        • Migrated to conda based CI
        • Updates in the README
        • Removed bootstrap-buildout functionality
        • Added an optional reference image to Galbally IQM extractor
    • bob.ip.skincolorfilter
      • v0.0.4 (Apr 12, 2018 14:41)
        • Migrate to conda based CI
    • bob.ip.facelandmarks
      • v1.0.5 (Apr 12, 2018 15:08)
        • Migrate to conda based CI
    • bob.ip.dlib
      • v1.0.2 (Oct 19, 2017 10:18)
        • Fixed issue with possible negative coordinates and empty image
      • v1.0.3 (Apr 12, 2018 15:34)
        • Migrate to conda based CI
        • Improved documentation and tests
      • v1.0.4 (Apr 12, 2018 16:10)
        • No changes.
    • bob.db.arface
      • v2.1.4 (Sep 22, 2017 14:17)
      • v2.1.5 (Apr 12, 2018 18:00)
        • Migrate to conda based CI
    • bob.db.asvspoof
      • v1.1.7 (Sep 22, 2017 14:18)
        • Docs updates
      • v1.2.0 (Apr 12, 2018 18:25)
        • Migrate to conda based CI
        • Removed redundant debug_asvspoof script
    • bob.db.asvspoof2017
      • v1.0.3 (Sep 22, 2017 14:20)
        • Docs updates
      • v1.1.0 (Apr 12, 2018 18:49)
        • Migrate to conda based CI
        • Removed redundant debug_asvspoof2017 script
    • bob.db.atvskeystroke
      • v2.1.5 (Sep 22, 2017 14:21)
      • v2.1.6 (Apr 12, 2018 19:05)
        • Migrate to conda based CI
    • bob.db.avspoof
      • v2.2.8 (Sep 22, 2017 14:22)
      • v2.3.0 (Apr 12, 2018 19:21)
        • Migrate to conda based CI
        • Removed redundant debug_avspoof.py script
    • bob.db.banca
      • v2.1.5 (Sep 22, 2017 14:22)
      • v2.1.6 (Apr 12, 2018 19:42)
        • Migrate to conda based CI
    • bob.db.biosecure
      • v2.1.5 (Sep 22, 2017 14:22)
      • v2.1.6 (Apr 12, 2018 20:02)
        • Migrate to conda based CI
    • bob.db.biosecurid.face
      • v2.1.8 (Sep 22, 2017 14:22)
      • v2.1.9 (Apr 12, 2018 20:20)
        • Migrate to conda based CI
    • bob.db.casme2
      • v2.1.5 (Sep 22, 2017 14:23)
      • v2.1.6 (Apr 12, 2018 20:38)
        • Migrate to conda based CI
    • bob.db.caspeal
      • v2.1.5 (Sep 22, 2017 14:23)
      • v2.1.6 (Apr 12, 2018 20:56)
        • Migrate to conda based CI
    • bob.db.cohface
      • v1.0.4 (Sep 22, 2017 14:24)
      • v1.1.0 (Apr 12, 2018 21:14)
        • Migrate to conda based CI
        • Add a ref to the package name
    • bob.db.frgc
      • v2.1.3 (Sep 22, 2017 14:24)
      • v2.1.4 (Apr 12, 2018 21:39)
        • Migrate to conda based CI
    • bob.db.gbu
      • v2.1.4 (Sep 22, 2017 14:24)
      • v2.1.5 (Apr 12, 2018 22:00)
        • Migrate to conda based CI
    • bob.db.hci_tagging
      • v1.0.4 (Sep 22, 2017 14:28)
      • v1.1.0 (Apr 12, 2018 22:22)
        • Migrate to conda based CI
        • Add a ref to the package name
    • bob.db.ijba
      • v2.0.3 (Sep 22, 2017 14:28)
      • v2.1.0 (Apr 12, 2018 23:13)
        • Added missing dependency to bob.io.image (from bob.db.base)
        • Migrate to conda based CI
        • Added bob.measure as requirement
        • Some functionality was moved to bob.bio.face
    • bob.db.kboc16
      • v2.0.11 (Sep 22, 2017 14:28)
      • v2.1.0 (Apr 12, 2018 23:40)
        • Migrate to conda based CI
        • Add a ref to the package name
    • bob.db.lfw
      • v2.1.5 (Sep 22, 2017 14:28)
      • v2.1.6 (Apr 13, 2018 00:04)
        • Migrate to conda based CI
    • bob.db.livdet2013
      • v2.0.6 (Sep 22, 2017 14:29)
      • v2.1.0 (Apr 13, 2018 00:30)
        • Migrate to conda based CI
        • This package does not download metadata (closes bob.db.livdet2013bob.db.livdet2013#1)
        • Add a ref to the package name
    • bob.db.mobio
      • v2.1.5 (Sep 22, 2017 14:29)
      • v2.2.0 (Apr 13, 2018 00:49)
        • Update README.rst
        • Migrate to conda based CI
    • bob.db.msu_mfsd_mod
      • v2.2.3 (Sep 22, 2017 14:29)
      • v2.2.4 (Apr 13, 2018 01:13)
        • Migrate to conda based CI
    • bob.db.multipie
      • v2.1.4 (Sep 22, 2017 14:29)
      • v2.1.5 (Apr 13, 2018 01:38)
        • Migrate to conda based CI
    • bob.db.nist_sre12
      • v3.0.3 (Sep 22, 2017 14:30)
      • v3.0.4 (Apr 13, 2018 02:02)
        • Migrate to conda based CI
    • bob.db.putvein
      • v1.2.1 (Sep 22, 2017 14:30)
      • v1.3.0 (Apr 13, 2018 02:39)
        • Fix packaging warnings
        • Migrate to conda based CI
        • Stop downloading metadata (closes bob.db.putveinbob.db.putvein#2)
    • bob.db.replay
      • v3.0.3 (Sep 22, 2017 14:31)
      • v3.0.4 (Apr 13, 2018 03:19)
        • Migrate to conda based CI
    • bob.db.replaymobile
      • v1.1.3 (Sep 22, 2017 14:31)
      • v1.1.4 (Apr 13, 2018 03:40)
        • Migrate to conda based CI
    • bob.db.scface
      • v2.1.5 (Sep 22, 2017 14:31)
      • v2.1.6 (Apr 13, 2018 04:01)
        • Migrate to conda based CI
    • bob.db.utfvp
      • v2.4.1 (Sep 22, 2017 14:32)
        • Packaging changes - no changes to software.
      • v3.0.0 (Apr 13, 2018 04:22)
        • Migrate to conda based CI
        • Overall database refactoring; Improved docs and tests
        • Add information on the annotations
    • bob.db.verafinger
      • v1.0.0 (Oct 11, 2017 14:24)
      • v2.0.0 (Apr 13, 2018 05:18)
        • Migrate to conda based CI
        • Add information on the annotations
        • Unify biometric/presentation-attack interfaces
        • Implement cropped biometric recognition protocols
        • Improved documentation and simplified protocol files
      • v2.0.1 (Apr 13, 2018 08:01)
        • No changes.
    • bob.db.fv3d
      • v1.0.0 (Oct 11, 2017 15:42)
        • Distribute metadata from webserver
      • v1.1.0 (Apr 13, 2018 08:21)
        • Fixes to model.id -> model.name as model identifier
        • Migrate to conda based CI
      • v1.1.1 (Apr 13, 2018 09:15)
        • No changes.
    • bob.db.voicepa
      • v1.0.2 (Sep 22, 2017 14:34)
      • v1.1.0 (Apr 13, 2018 12:14)
        • Migrate to conda based CI
        • fixing issue bob.db.voicepabob.db.voicepa#1
    • bob.db.xm2vts
      • v2.1.4 (Sep 22, 2017 14:36)
      • v2.1.5 (Apr 13, 2018 12:51)
        • Migrate to conda based CI
    • bob.db.youtube
      • v2.1.4 (Sep 22, 2017 14:37)
      • v2.1.5 (Apr 13, 2018 13:12)
        • Migrate to conda based CI
    • bob.db.pericrosseye
      • v1.0.2 (Apr 13, 2018 13:30)
        • Migrate to conda based CI
    • bob.db.cuhk_cufs
      • v2.2.0 (Apr 13, 2018 13:49)
        • Created methods modality_separator and modalities
        • Included test case for objects.modality
    • bob.bio.base
      • v3.2.0 (Sep 22, 2017 10:55)
      • v3.2.1 (Sep 26, 2017 15:04)
        • Changed backend in bob/bio/base/scripts/evaluate.py to 'pdf' instead of 'agg'
      • v3.3.0 (Apr 13, 2018 15:14)
        • Migrate to conda based CI
        • Updated docs and tests
        • Added allow_missing_files option and added tests
        • Removed write_commands function in grid_search (closes bob.bio.basebob.bio.base#71)
        • Added annotator, updated documentation accordingly
        • Allow for comment lines in file-lists
        • Improves verbosity for preprocessing, extraction and enrollment
        • bob.db.base.Database is deprecated.
        • Using config file loading mechanism from bob.extension
        • Fix debug message (closes bob.bio.basebob.bio.base#103)
        • Fixed the exception that is raised when score file is not found
        • Mentions bob.bio.vein on bob.bio.base docs (closes bob.bio.basebob.bio.base#104)
        • Added metadata in preprocessing, feature extraction, and algorithm
        • Removed write_commands function in grid_search (closes bob.bio.basebob.bio.base#71)
        • Improve replace directories
    • bob.bio.gmm
      • v3.1.0 (Sep 22, 2017 14:05)
      • v3.2.0 (Apr 13, 2018 16:07)
        • Migrate to conda based CI
        • Propagated --allow-missing-files to the UBM training
        • Fixed issue bob.bio.gmmbob.bio.gmm#22
      • v3.2.1 (Apr 13, 2018 17:11)
        • No changes.
    • bob.bio.face
      • v3.3.0 (Sep 22, 2017 13:17)
        • bob.bio.face!78 Removed Algorithm.read_probe method, since this is already solved via bob.bio.base
        • bob.bio.face!33 improve the score files by adding attack type information
        • [ci] Droped python 3.4 support and added python 3.6
        • bob.bio.face!30 Updated baseline script to search for executables
      • v3.4.0 (Apr 13, 2018 17:55)
        • Implemented IJBA customized plot
        • Make the original_directory and annotation_directory a property
        • Created IJBB high level interface
        • Added script to display face annotations provided by a database.
        • Migrate to conda based CI
        • improve docs and tests
    • bob.bio.spear
      • v3.1.1 (Sep 22, 2017 14:48)
      • v3.2.0 (Apr 13, 2018 18:22)
        • pass kwargs in the base file class
        • Migrate to conda based CI
        • Improved docs
    • bob.bio.video
      • v3.3.0 (Sep 22, 2017 13:41)
      • v3.4.0 (Apr 13, 2018 18:44)
        • Add function as_array() to FrameContainer
        • Fixed youtube db load function
        • The original_directory and annotation_directory are now a property
        • Migrated to conda based CI
        • Package now added to joint documentation
        • Missing annotations are now handled in the Preprocessor Wrapper
        • Updated unit tests addressing missing annotation cases
        • Preprocessor Wrapper now able to return None, allowing --missing-files functionality
        • Added failsafevideo wrapper
        • Added Video annotator
      • v3.4.1 (Apr 13, 2018 21:19)
        • No changes.
    • bob.bio.vein
      • v1.0.0 (Oct 20, 2017 13:29)
        • Initial release
        • Added bob.db.fv3d
        • Updated sample viewing script
        • Added blame script
        • Re-estructured Preprocessor to simplify experimentation and configuration
        • Unit tests for 3D fingervein database
        • Fixes to Maximum Curvature implementation; Improved references & documentation
        • Speeds-up the evaluation of vein probabilities
        • Updated functionality: If sample does not have ROI, then returns only image
        • Updated documentation: on grid resources and explanation on how to run
        • Added optional pre-cropping stage on preprocessor
        • Implemented normalized-cross-correlation algorithm
        • Added MLP trainer for watershed masker
        • Added watershed mask detector
        • Functionality allowing to view sample using a database name
        • Added Miura-match with rotation support
        • Support for view mode w/o extracted veins
        • Added watershed preprocessing debug-aid script
        • Added High Level Database Interface for putvein database
        • Added the doc and tests and config for the putvein database
        • HammingDistance class plus test
        • Update documentation on baseline results for rlt, mc, and wld
        • Remove Oleg's implementation of rotation-invariant matching
      • v1.0.1 (Oct 20, 2017 16:04)
        • Update MANIFEST.in to include necessary package files
      • v1.1.0 (Apr 13, 2018 21:47)
        • Ported to new CI
        • Updated utfvp interface
        • Fixed the index.rst to match joint docs requirements
        • Adaptations to allow vulnerability analysis
    • bob.db.voxforge
      • v2.2.0 (Sep 24, 2017 11:39)
      • v2.3.0 (Apr 13, 2018 22:22)
        • Migrate to conda based CI
        • Improved docs
        • Removed bob_dbmanage download
      • v2.3.1 (Apr 14, 2018 06:59)
        • No changes.
    • bob.pad.base
      • v2.0.0 (Apr 14, 2018 07:46)
        • Migrate to conda based CI
        • Added --allow-missing-files option
        • Improved documentation
        • Moved from bob.pad.face SVM (bob implementation), one class GMM (scikit-learn) and logistic regression (scikit-learn) algorithms
        • Cleaned up and improved code. Added tests.
        • Replace the old PAD ISO metrics class with a script
        • Added clients option to FileListDB driver
        • Avoids feature blow-up when std==0.
        • Added predictions algorithm and padfile to label.
    • bob.pad.face
      • v2.0.0 (Apr 14, 2018 08:10)
        • Added High Level Database Interface (HLDI) for MIFS database
        • Annotations are added for MIFS database
        • Added a VideoSparseCoding preprocessor
        • Updated the documentation on anomaly detection-based PAD using Aggregated Db
        • Local face detection option was added to VideoFaceCrop class, using dlib and mtcnn
        • Unit tests for the classes used in IQM-GMM pad algorithm
        • Added landmark detection utils
        • Algorithms/classifiers are adapted to other non-face modalities
        • New protocol for Aggregated Database: grandtest-train-eval
        • New protocol for Aggregated Database: grandtest-mobio
        • Frame Selector is now acceptable in HLDIs of all databases
        • Removed bootstrap-buildout.py functionality
        • Added A base PAD file class
        • New protocol for Aggregated Database: grandtest-train-eval-
        • bob.extension.rc used in HLDIs
        • Migrated to conda-based CI
        • ALL algorithms are moved to bob.pad.base package
        • Fixed algorithms documentation links, pointing to bob.pad.base now.
        • The documentation of the package now linked to joint documentation properly.
        • Refactoring: duplicated database configs are removed
        • Refactoring: removed VideoQualityMeasure, replaced with Wrapper class
        • Refactoring: removed VideoLBPHistogram, replaced with Wrapper class
        • Refactoring: removed unused VideoDataLoader
        • Refactoring: created FaceCropAlign, replaces ImageFaceCrop + VideFaceCrop using Wrapper
        • Added Spatially Enhanced Histogram option to LBPHistogram class
        • Changes to the FrameDifference preprocessor: Estimate the bounding box
        • from annotations if not available. This is usually estimated from eye
        • annotations. Remove the unused check_face_size flag. Fixed the conda
        • recipe bob.pad.face!63
      • v2.0.1 (Apr 14, 2018 13:20)
        • No changes.
    • bob.pad.vein
  • v3.0.0
    • bob.extension
    • bob.blitz
      • v2.0.14
        • - Fixes in the documentation
    • bob.core
      • v2.1.9
        • - Fixes in the documentation
    • bob.io.base
      • v3.0.0
        • - Fixes in the documentation
        • - HDF5 elements now handles unicode filenames (bob.io.base!7)
        • - Created the function bob.io.base.peek, which get the image's information without loading them (issue bob.io.base#24)
      • v3.0.1
        • - Unicode file handling (fixed test case)
      • v3.0.2
        • Unicode file handling (fixed test case)
    • bob.sp
      • v2.0.10
        • - Fixes in the documentation
    • bob.ap
      • v2.1.5
        • - Fixes in the documentation
    • bob.math
      • v3.0.0
        • - Fixes in the documentation
        • - Updated the parameter order of the bob.math.linsolve function (issue bob.math#1)
        • - Removed the "no_check" functions from both, Python and C++, APIs
    • bob.measure
      • v2.4.1
        • - Correctly handled NaN values in DIR plot
        • - Correctly handled of FAR and FRR thresholds
        • - Updated CMC documentation
        • - Switched to Numpy style documentation
        • - Fixed the dependency with bob.math (>=3.0.0)
        • - Fixed FAR and FRR threshold computation and return NaN when threshold cannot be computed
    • bob.db.base
      • v2.3.2
        • - Fixes in the documentation
        • - Driver upload command uses the DAV infrastructure
    • bob.io.audio
      • v2.0.6
        • - Fixes in the documentation
    • bob.io.image
      • v2.3.0
        • - Fixes in the documentation
        • - Supporting CMYK jpeg images
        • - Created the function bob.io.base.peek, which get the image's information without loading them ( issue bob.io.image#24 )
        • - C++ tests inside main.cpp (issue bob.io.image#23)
        • - inlined non-templated functions
        • - Add a utility function to convert images from matplotlib format to bob format
    • bob.io.video
      • v2.0.16
        • - Fixes in the documentation
        • - Loading files with unicode file name
        • - Ported to bob::extension documentation
        • - Updated Video Reader bindings
      • v2.0.17
        • Unicode file handling (fixed test case)
      • v2.0.18
      • v2.0.19
    • bob.io.matlab
      • v2.0.10
        • - Fixes in the documentation
        • - Loading files with unicode file name
    • bob.ip.base
      • v2.1.0
        • - Fixes in the documentation
        • - Enabled the function bob.ip.base.GeomNorm to work with color images bob.ip.base!11
        • - Enabled the function bob.ip.base.extrapolate_mask to work with color images bob.ip.base!12
    • bob.ip.color
      • v2.0.10
        • - Fixes in the documentation
        • - Fixes citations
    • bob.ip.draw
      • v2.0.9
        • - Fixes in the documentation
    • bob.ip.gabor
      • v2.0.11
        • - Fixes in the documentation
        • - Updated references
    • bob.learn.activation
      • v2.0.10
        • - Fixes in the documentation
    • bob.learn.libsvm
      • v2.0.13
        • - Fixes in the documentation
        • - Loading files with unicode file name
    • bob.learn.linear
      • v2.1.2
        • - Fixes in the documentation
    • bob.learn.mlp
      • v2.1.6
        • - Fixes in the documentation
    • bob.learn.em
      • v2.1.0
        • - Removed parameter rng from the ML and MAP trainers (issue bob.learn.em#25)
        • - Changed debug flags in the the EM training (issue bob.learn.em#26)
        • - Changed dependency with bob.math (>= 3.0.0) (updated linsolve function)
    • bob.learn.boosting
      • v2.0.13
        • - Fixes in the documentation
    • bob.db.iris
      • v2.1.1
        • - Fixes in the documentation
    • bob.db.wine
      • v2.0.9
        • - Fixes in the documentation
    • bob.db.mnist
      • v2.1.1
        • - Fixes in the documentation
    • bob.db.atnt
      • v2.0.10
        • - Fixes in the documentation
    • bob.ip.facedetect
      • v2.1.4
        • - Fixes in the documentation
    • bob.ip.optflow.hornschunck
      • v2.0.13
        • - Fixes in the documentation
    • bob.ip.optflow.liu
      • v2.0.12
        • - Fixes in the documentation
    • bob.ip.flandmark
      • v2.1.6
        • - Fixes in the documentation
  • v2.7.0

    Mainly improved documentation thanks to the Documentation hackathon.

    See:

    https://gitlab.idiap.ch/groups/bob/milestones/may-2017-hackathon?title=May+2017+Hackathon

    and

    https://gitlab.idiap.ch/groups/bob/milestones/bob-27x-release?title=Bob+2.7.x+release

    • bob.extension
      • v2.3.9
        • - Fixed documentation issues
        • - Use non-encrypted version of pythonhosted.org
        • - Adds a warning about compiling in debug mode. [doc] Adds a minimal buildout example.
        • - Show the output of test commands
        • - Changed some compilation flags
        • - Show the output of test commands
        • - Fix urls to match test expectation
        • - Fix version number split
        • - More efficient intersphinx mapping
        • - Merge branch 'catch_ioerror' into 'master'
        • - Add IOError catch clause for locally unavailable paths
        • - Allow for multiple documentation server locations
      • v2.3.10
        • This release just removes zc.buildout bootstrapping from this package:
        • * Fixes to examples
        • * Fixes to documentation
        • * Fixes to packaging
      • v2.3.11
        • Bug fix of 2.3.10: removal of zc.buildout bootstrap primitives
      • v2.4.0
    • bob.blitz
      • v2.0.12
        • - Updated svg build badges
        • - Fixed sphinx documentation
      • v2.0.13
        • * Maintenance release.
    • bob.core
      • v2.1.7
        • - Changed the C++ logging framework
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.1.8
        • * Maintenance release.
    • bob.io.base
    • bob.sp
      • v2.0.8
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.0.9
        • * Maintenance release.
    • bob.ap
      • v2.1.2
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.1.3
        • * Fixed issue when call to get_shape() of FrameExtractor would crash.
      • v2.1.4
        • * Maintenance release.
    • bob.math
      • v2.1.0
        • - Binded Generalized SVD from LAPACK
        • - Created python bindings for the SVD
        • - Fixed signal issue with the SVD
        • - Fixed MKL link in OSX
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.1.1
        • * Maintenance release.
    • bob.measure
      • v2.3.0
        • - Change the style of function comments
        • - Remove nan from scores and report FTA instead Report proper FMR, FNMR, FAR, FRR values
        • - Added min_weighted_error_rate_threshold in test for raised exceptions
        • - Implemented check on empty arrays for some functions -> raises excpetions now
        • - Used svg build badges
        • - Updated sphinx docs
        • - Load score more efficiently for negatives and positives
        • - Changed the ROC curve to implement what is required by 'The Handbook of Face Recognition'
      • v2.4.0
        • * bob.measure!28 : Add an option to the epc function to also get the thresholds which were
        • used during calculation
    • bob.db.base
      • v2.2.0
        • - Used svg build badges
        • - Updated sphinx docs
        • - Move some functionality from bob.bio.base.database.BioDatabase to bob.db.base.Database
      • v2.2.1
        • * bob.db.base.Database class, use `bob.db.base.FileDatabase' instead
        • * database constructor now accepts original_directory and original_extension
        • * documentation is updated and improved
      • v2.3.1
    • bob.io.audio
      • v2.0.4
        • - Improve compatibility with gcc-4.2.1
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.0.5
        • * Maintenance release.
    • bob.io.image
      • v2.2.1
        • - Fixed gcc-4.2.1+libstdc++ compatibility (closes bob.io.image#25)
        • - Used svg build badges
        • - Updated sphinx docs
        • - Added support for 16 bit gray png
      • v2.2.2
        • Changelog:
        • * bob.io.image!25 : improve the imshow function to return the output of plt.imshow
        • Known Issues:
        • * bob.io.image#26 : GIF loading seems to be completely broken
    • bob.io.video
      • v2.0.13
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.0.14
        • * Fix the failing tests with numpy 1.12
      • v2.0.15
        • * Maintenance release.
    • bob.io.matlab
      • v2.0.8
      • v2.0.9
        • * Maintenance release.
    • bob.ip.base
      • v2.0.14
        • - Improve compatibility with gcc-4.2.1
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.0.15
        • * Maintenance release.
    • bob.ip.color
      • v2.0.8
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.0.9
        • * Maintenance release.
    • bob.ip.draw
      • v2.0.7
        • - Uses svg build badges
        • - Updates sphinx docs
      • v2.0.8
        • * Maintenance release.
    • bob.ip.gabor
      • v2.0.8
        • - Improve compatibility with gcc-4.2.1
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.0.9
      • v2.0.10
        • * Maintenance release.
    • bob.learn.activation
      • v2.0.8
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.0.9
        • * Maintenance release.
    • bob.learn.libsvm
    • bob.learn.linear
      • v2.1.0
        • - Testing better SVD for the PCA
        • - Implemented Geodesic Flow Kernel for Unsupervised Domain Adaptation
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.1.1
        • * Maintenance release.
    • bob.learn.mlp
      • v2.1.4
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.1.5
        • * Maintenance release.
    • bob.learn.em
      • v2.0.12
        • - Improve compatibility with gcc-4.2.1
        • - Used svg build badges
        • - Updated sphinx docs
        • - Fixed issue with the variance flooring in bob.learn.em.Gaussian
      • v2.0.13
        • * Revamped the user guide.
    • bob.learn.boosting
      • v2.0.11
        • - Improve compatibility with gcc-4.2.1
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.0.12
        • * Maintenance release.
    • bob.db.iris
      • v2.0.8
        • - Used svg build badges
        • - Updated sphinx docs
        • - Updated the driver
      • v2.1.0
        • * move the complete example into bob documentation: bob.db.iris!4
    • bob.db.wine
      • v2.0.7
        • - Used svg build badges
        • - Updated sphinx docs
        • - Updated the driver
      • v2.0.8
        • * Maintenance release.
    • bob.db.mnist
      • v2.0.7
        • - Used svg build badges
        • - Updated sphinx docs
        • - Use webarchive to download mnist
      • v2.1.0
    • bob.db.atnt
      • v2.0.8
        • - Used svg build badges
        • - Updated sphinx docs
        • - Added bob.io.image as a dependency
      • v2.0.9
    • bob.ip.facedetect
      • v2.1.2
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.1.3
        • * Maintenance release.
    • bob.ip.optflow.hornschunck
      • v2.0.11
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.0.12
        • * Maintenance release.
    • bob.ip.optflow.liu
      • v2.0.10
        • - Used svg build badges
        • - Updated sphinx docs
      • v2.0.11
        • * Maintenance release.
    • bob.ip.flandmark
      • v2.1.4
        • - Removed dependency from opencv face detector
        • - Fixed issue with the locate() method when the bounding box exceeds the image boundaries
      • v2.1.5
        • * Maintenance release.
  • v2.6.2
    • Add a tutorial.
    • Update installation instructions.
  • v2.6.1
    • Update installation instructions.
  • v2.6.0

    For all packages:

    • Used svg build badges
    • Updated sphinx docs

    bob.extension v2.3.9

    • Fixed documentation issues
    • Use non-encrypted version of pythonhosted.org
    • Adds a warning about compiling in debug mode. [doc] Adds a minimal buildout example.
    • Show the output of test commands
    • Changed some compilation flags
    • Show the output of test commands
    • Fix urls to match test expectation
    • Fix version number split
    • More efficient intersphinx mapping
    • Merge branch 'catch_ioerror' into 'master'
    • Add IOError catch clause for locally unavailable paths
    • Allow for multiple documentation server locations

    bob.core v2.1.7

    • Changed the C++ logging framework

    bob.math v2.1.0

    • Implemented Generalized SVD
    • Created python bindings for the SVD
    • Fixed signal issue with the SVD
    • Fixed MKL link in OSX

    bob.measure v2.3.0

    • Change the style of function comments
    • Remove nan from scores and report FTA instead Report proper FMR, FNMR, FAR, FRR values
    • Added min_weighted_error_rate_threshold in test for raised exceptions
    • Implemented check on empty arrays for some functions -> raises excpetions now
    • Load score more efficiently for negatives and positives
    • Changed the ROC curve to implement what is required by 'The Handbook of Face Recognition'

    bob.db.base v2.2.0

    • Move some functionality from bob.bio.base.database.BioDatabase to bob.db.base.Database

    bob.io.audio v2.0.4

    • Improve compatibility with gcc-4.2.1

    bob.io.image v2.2.1

    • Fixed gcc-4.2.1+libstdc++ compatibility (closes #25)
    • Added support for 16 bit gray png

    bob.io.video v2.0.14

    • Fix the failing tests with numpy 1.12

    bob.ip.base v2.0.14

    • Improve compatibility with gcc-4.2.1

    bob.ip.gabor v2.0.8

    • Improve compatibility with gcc-4.2.1

    bob.ip.gabor v2.0.9

    • Fixed bug in the graph constructor (Issue #2)

    bob.learn.linear v2.1.0

    • Testing better SVD for the PCA
    • Implemented Geodesic Flow Kernel for Unsupervised Domain Adaptation

    bob.learn.em v2.0.12

    • Improve compatibility with gcc-4.2.1
    • Fixed issue with the variance flooring in bob.learn.em.Gaussian

    bob.learn.boosting v2.0.11

    • Improve compatibility with gcc-4.2.1

    bob.db.iris v2.0.8

    • Updated the driver

    bob.db.wine v2.0.7

    • Updated the driver

    bob.db.mnist v2.0.7

    • Use webarchive to download mnist

    bob.db.atnt v2.0.8

    • Added bob.io.image as a dependency

    bob.ip.flandmark v2.1.4

    • Removed dependency from opencv face detector
    • Fixed issue with the locate() method when the bounding box exceeds the image boundaries
  • v2.5.1

    This is a patch release to fix minor issues with Bob 2.5.0. Changes with respect to 2.5.0 are:

    • bob.extension 2.3.3
      • Fixed the url to matplotlib's documentation
    • bob.core 2.1.6
      • Disables logging messages in pure C/C++ code. More details:
      • Added C++ function to set log level
      • Set default C++-only log level to WARNING
      • Moved the cxx_disable test case to C++
  • v2.5.0
    • bob.extension 2.3.2
      • Fix all sphinx nitpicky warnings
    • bob.blitz 2.0.11
      • Fix all sphinx nitpicky warnings
      • Use https checkout in develop.cfg
    • bob.core 2.1.5
      • Fix all sphinx nit-picky warnings
      • Use https checkout in develop.cfg
    • bob.io.base 2.0.12
      • Fix sphinx nit-picky warnings (docs)
      • Fix test execution on conda-forge (requires bob.core > 2.1.3)
      • Use https checkout in develop.cfg
    • bob.sp 2.0.7
      • Fix all documentation (sphinx) nit-picky warnings
      • Use https checkout in develop.cfg
    • bob.ap 2.1.1
      • Remove all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.math 2.0.6
      • Fix all documentation (sphinx) nit-picky warnings
      • Use https checkout in develop.cfg
    • bob.measure 2.2
      • Use docopt instead of argparse
      • Make script interface more intuitive (remove non-optional options, use arguments)
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Add score distributions to compute_perf
      • Add reporting step to compute_perf
      • Improved CI
      • Use https checkout in develop.cfg
    • bob.db.base 2.1.2
      • Implement a better way to handle missing Sphinx references for imported classes (see #9)
    • bob.io.audio 2.0.3
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.io.image 2.2
      • Adds an imshow method to easily plot images.
      • Fixed buildout config files.
    • bob.io.video 2.0.12
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.io.matlab 2.0.7
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.ip.base 2.0.13
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.ip.color 2.0.7
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.ip.draw 2.0.6
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.ip.gabor 2.0.7
      • Fixed all sphinx warnings
    • bob.learn.activation 2.0.7
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.learn.libsvm 2.0.9
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.learn.linear 2.0.10
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.learn.mlp 2.1.3
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.learn.em 2.0.11
      • Fix all sphinx warnings
    • bob.learn.boosting 2.0.10
      • Fixed all sphinx warnings
    • bob.db.iris 2.0.7
      • Fixed all sphinx warnings
    • bob.db.wine 2.0.6
      • Fixed all sphinx warnings
    • bob.db.mnist 2.0.6
      • Fixed all sphinx warnings
    • bob.db.atnt 2.0.7
      • Fixed all sphinx warnings
    • bob.ip.facedetect 2.1.0
      • New way to group multiple detections (it merges all overlapping detected bounding boxes that are over threshold into one single bounding box).
      • Fixed warnings in the documentation
      • Fixed issue with the Sampler. Instantiate Sampler with correct patch_size, when possible
    • bob.ip.optflow.hornschunck 2.0.10
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.ip.optflow.liu 2.0.9
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
    • bob.ip.flandmark 2.1.3
      • Fix all documentation warnings (nit-picky sphinx mode)
      • Use https checkout in develop.cfg
  • v2.4.0

    Compared with our last minor version (2.3.4) this one 2.4.0 has the following minor updates:

    • Bumped bob.ap from 2.0.5 to 2.1.0
    • Bumped bob.db.base from 2.0.6 to 2.1.0
    • Bumped bob.extension from 2.3.1 to 2.2.1
    • Deprecated bob.db.verification.utils
    • Added bob.ip.flandmark 2.1.2 as bob core package
  • v2.3.4
  • v2.3.2
  • v2.3.1
  • v2.3.0
  • v2.2.0
  • v2.1.0
  • v2.0.7
  • v2.0.6
  • v2.0.5