• 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 for bob.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)