Packages

Bob is organized in several independent python packages. You may search PyPI for a comprehensive list of packages that either use Bob or are part of Bob. Moreover, you may find the list of Bob packages that we maintain below.

Basic Functionality

• Bob’s Core Routines

• Bob’s Math Routines

Data Input and Output

• Bob’s Core I/O Routines

• Bob’s I/O Routines for Images of Various type

• Bob’s Video I/O Routines

• Bob’s Audio I/O Routines

• Matlab(R) I/O Support for Bob

Signal, Audio, Image and Video Processing

• Bob’s Signal Processing Routines

• Bob’s Audio Processing Routines

• Bob’s Basic Image Processing Routines

• Bob’s Color Conversion Routines

• Bob’s Drawing Routines

• Bob’s Gabor wavelet routines

• Bob’s Face Detection Routines

• Bob’s Routines for Face Landmark Detection using Menpo

• Python Bindings to Liu’s Optical Flow Framework

• Python Bindings to Horn & Schunck’s Optical Flow Framework

• Python Bindings to the Flandmark Keypoint Localizer for Frontal Faces

• Bob interface for dlib

• Bob’s Routines for Image-Quality Measures for PAD Applications

• Bob’s Skin Color Filter

• Bob interface for feature extraction using Tensorflow

• Binary Segmentation Benchmark Package for Bob

Machine Learning

• Bob’s Metric Routines

• Bob Linear Machines and Trainers

• Bob’s Multi-Layer Perceptron Machines

• Bob Activation Functors

• Bob-LIBSVM Python Bindings

• Expectation Maximization Machine Learning Tools

• Generalized Boosting Framework using Stump and Look Up Table (LUT) based Weak Classifiers

• Tensorflow Bob Bridge

• PyTorch Bob Bindings

Modules for Developers

• Bob/BEAT Development Tools

• Bob Package Development

• Blitz++/Python Arrays

• Bob Buildout

Parallel Execution

• Parallel Job Manager

Biometric Recognition

• Running Biometric Recognition Experiments

• Face Recognition Algorithms and Databases

• SPEAR: A Speaker Recognition Toolkit based on Bob

• Biometric Vein Recognition Library

• Run Video Face Recognition Experiments

• Gaussian Mixture Model based Algorithms

• Face Recognition OnGoing

• Heterogeneous Face Recognition

• Bob interface for feature extraction using Tensorflow

• Score Fusion in Biometric Recognition and Presentation Attack Detection

Presentation Attack Detection (anti-spoofing)

• Running Presentation Attack Detection Experiments

• Library for Facial Presentation Attack Detection (PAD)

• Library for Vein Presentation Attack Detection (PAD)

• Presentation Attack Detection in Voice Biometrics

• Score Fusion in Biometric Recognition and Presentation Attack Detection

Remote Heart Rate Measurement

• Bob’s implementation of different rPPG algorithms

Database Interfaces

Base Database Packages

• Bob Database

• Running Biometric Recognition Experiments

• Running Presentation Attack Detection Experiments

Interfaces

• AR Face Database Verification Protocol

• ASVspoof2017 Database Interface

• ASVspoof Database Interface

• AT&T Database of Faces

• ATVS Keystroke Database

• AVspoof Database Verification Protocols

• BANCA Database Verification Protocols

• BioSecure Database Verification Protocols

• BiosecurId Database

• CASIA Face Anti-spoofing Database

• The CASIA-SURF Database

• CASME2 Database Verification Protocol

• CAS-PEAL Database Identification Protocols

• CASIA NIR-VIS 2.0 Database

• CHASE_DB1 Retinal Image Datbase

• COHFACE Database

• CUHK Face Sketch Database (CUFS)

• CUHK Face Sketch FERET Database (CUFSF)

• DRIONS-DB Retinal Image Database

• Drishti-GS1

• DRIVE: Digital Retinal Images for Vessel Extraction Dataset

• The FARGO Database

• The Face Recognition Grand Challenge (FRGC) ver2.0 Database

• 3D Fingervein Database

• The Good, The Bad, and The Ugly Database Verification Protocols

• Manhob HCI-Tagging Database

• HRF High-Resolution Fundus Image Database

• JANUS Database Identification Protocols

• IARPA Janus Benchmark C (IJB-C) Database Interface

• IOSTAR Retinal Vessel Segmentation Dataset

• Iris Flower Data Set

• KBOC16 Database

• Long Distance Heterogeneous Face Database (LDHF-DB)

• Labeled Faces in the Wild Database Verification Protocols

• LivDet 2013 Database

• 3DMAD Face Spoofing Database

• MNIST Database Interface

• MOBIO Database Verification Protocols

• MSU Mobile Face Presentation Attack Database

• Multi-PIE Database Verification Protocols

• NIST SRE 2012 Database Verification Protocols

• Near-Infrared and Visible-Light (NIVL) Dataset

• OULU-NPU Database Access in Bob

• Cross-Spectrum Iris/Periocular Recognition COMPETITION

• Polarimetric Thermal Database

• PUT Vein Database

• REFUGE Retinal Vessel Segmentation Dataset

• Replay-Attack Face Spoofing Database

• Replay-Mobile Face Spoofing Database

• RIM-ONE Release 3

• SCface Database Verification Protocol

• SIW Database Access in Bob

• STARE STructured Analysis of the Retina Dataset

• SWAN Database Access API for Bob

• UTFVP Fingervein Database

• UVAD Database Access in Bob

• VERA Fingervein Database

• voicePA Database Interface

• Voxforge Database Verification Protocols

• Wine Database

• XM2VTS Database Verification Protocols

• YouTube Faces Database Verification Protocols