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Release Notes

pyppbox V4 - Even Smaller

  • pyppbox v4.0b1 (COMING SOON 🚀)

    • pyppbox will leverage vsensebox for detection and tracking
    • pyppbox.utils.persontools will change to adapt vsensebox
    • pyppbox.ppb will replace pyppbox.standalone
    • All configuration files will also change
    • More changes will be added here! Stay tuned!

pyppbox V3 - Make Simpler and Faster

  • pyppbox v3.6b5 - The Last V3

  • pyppbox v3.6b4 - The Last V3

    • Integrate SFPS for better FPS calculation
    • Update workflow
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.6b3 - The Last V3

    • Fix typo and update workflow
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.6b2

    • Add a warning for the changes in the coming major version 4
    • Update documentations
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.6b1

    • Replace pyunpack & patool with shutil
    • Improve Example 9 - example_09_eva_offline.py
    • Add pyppbox.gui.guitools to the documentations
    • Fix useInternalConfigDir() in pyppbox.gui.guitools
    • Fix sphinx-build warning for utils.rst
    • Fix and improve documentations
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.5b2

    • Increase default random ID range in evatools
    • Add exception to generateStaticID() in pyppbox.utils.evatools.TKOReider
    • Update documentations
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.5b1

    • Add Python 3.12 support
    • Change GUI Demo title
    • Update documentations
    • Update and improve GitHub workflows
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.4b2

    • Add freedom of input video without GT (Ground-truth) in GUI demo
    • Update GitHub workflows
    • Update and improve documentations
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.4b1

    • Remove findRepspointList() from pyppbox.utils.persontools
    • Add findRepspointBB() and findRepspointUP() to pyppbox.utils.persontools
    • Add float support for the private convertStringToNPL() of pyppbox.utils.gttools
    • Add min_width_filter support for detectPeople() of ppbox.standalone
    • Add alternative repspoint support for detectPeople() of ppbox.standalone and all detectors
    • Add MOT Challenge ground-truth converter -> pyppbox.utils.mot2pyppbox
    • Improve documentations
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.3b1

    • Remove ontracked and its related methods from pyppbox.utils.persontools.Person
    • Add misc to pyppbox.utils.persontools.Person
    • Improve documentations
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.2b2

    • Add a hotfix for issue #21
    • Improve documentations
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.2b1

    • Update some default configurations
    • Update configurations/GUI/examples for pyppbox-ultralytics>=8.0.218
    • Update GitHub tests
    • Update GitHub workflows
    • Update requirements
    • Update and improve GETSTARTED.md
    • Known issue/limitation:
      • You tell me :)

  • pyppbox v3.1b5

    • Fix minor visaul bug
    • Add install_req_py3_cuda121.cmd for CUDA 12.1
    • Improve documentations
    • Drop support for Python 3.8
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

  • pyppbox v3.1b4

    • Improve support for new pyppbox-ultralytics
    • Improve documentations
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

  • pyppbox v3.1b3

    • Update and improve visualizetools for new pyppbox-ultralytics
    • Update requirements
    • Improve documentations
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

  • pyppbox v3.1b2

    • Improve all supported trackers
    • Improve evatools
    • Change some default configurations
    • Update and improve examples
    • Improve documentations
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

  • pyppbox v3.1b1

    • Add multithreading support for standalone -> ppbox.standalone.mt.MT
    • Add multithreading example -> See example 13
    • Add CPU support for Torchreid
    • Implement install requirements/dependencies -> See setup.py
    • Simplify and improve requirements
    • Update default config files
    • Update and improve documentations
    • Update and improve GUI
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

  • pyppbox v3.0b5

    • Fix a critical bug in GUI of FaceNet which can cause missing train_data configuration
    • Fix and improve documentation
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

  • pyppbox v3.0b4

    • Add hotfix for command python in subprocess when running on Linux
    • Update and improve dependencies/requirements for macOS and Linux
    • Update and improve GETSTARTED.md for macOS and Linux
    • Add core stability test for macOS
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

  • pyppbox v3.0b3

    • Fix GUI for GT
    • Improve supports for Python [3.8-3.11]
    • Update and improve dependencies/requirements
    • Update and improve GETSTARTED.md
    • Update test workflows for Python [3.8-3.11]
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

  • pyppbox v3.0b2

    • Add Linux and macOS supports
    • Add workflow for Windows/Linux core stability tests
    • Add workflow for PyPI build -> pyppbox is now available on PyPI
    • Improve independency of the modules
    • Improve supports for CPU-Only
    • Improve setup quality
    • Improve GUI stability
    • Update and normalize dependencies/requirements
    • Update and improve documentations
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

  • pyppbox v3.0b1

    • Introduce new structure of pyppbox -> Cleaner and simplier
    • Introduce pyppbox-data and pyppbox-data-gta5 -> Size of pyppbox is now 99.9% smaller, easier to build and easier to install independently, with the freedom of choice for the modules you need
    • Introduce new standard Person class for pyppbox -> pyppbox.utils.persontools.Person
    • Introduce standalone functions for easy detect, track, and reid people -> pyppbox.standalone to replace PManager
    • Introduce new powerful and dynamic configuration classes, pyppbox.config -> No more separated internal GLOBAL/LOCAL .py files
    • Introduce new supported configuration formats -> All YAML/JSON, raw string, ready dictionary, and file
    • Introduce standalone visual function visualizePeople() for easy visualize people -> pyppbox.utils.visualizetools.visualizePeople
    • Introduce standalone function trainReIDClassifier() for easy train classifier of the supported reiders -> pyppbox.standalone.trainReIDClassifier
    • Introduce new result I/O class ResIO for easy create new ground-truth and dump result into text file -> pyppbox.utils.restools.ResIO
    • Introduce new evaluation class MyEVA, and instead of represented point, bounding box is now used for matching and comparing the result -> pyppbox.utils.evatools.MyEVA
    • standalone comparison function compareRes2Ref() for supported datasets -> pyppbox.utils.evatools.compareRes2Ref
    • Introduce new ground truth tools GTIO and GTInterpreter for supported datasets -> pyppbox.utils.gttools
    • Introduce new internal logging -> pyppbox.logtools
    • Introduce new in-code numpydoc documentation methods/funtions/classes
    • Introduce new online Sphinx documentation -> https://rathaumons.github.io/pyppbox
    • Remove unnecessary import from submodules and their __init__.py files
    • Remove input_video and force_hd from main configurations, and other unused parameters from other configuration files -> New defaults {pyppbox root}/config/cfg
    • Add and update examples for pyppbox V3+ -> No longer compatible with older versions of pyppbox
    • Update and improve all supported modules
    • Update and improve GUI
    • Update requirements
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

pyppbox V2 - Hello Ultralytics YOLOv8

  • pyppbox v2.0b2

    • Fix person's keypoint issue in PManager when using YOLO Ultralytics with pose estimation model
    • Add support for the new keypoint data format of YOLO Ultralytics's pose estimation model
    • Remove unnecessary imports
    • Update requirements
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

  • pyppbox v2.0b1

    • Integrate PyTorch Ultralytics YOLOv8 -> pyppbox-ultralytics as package name
    • torchreid for pyppbox is changed to pyppbox-torchreid as package name
    • opencv-contrib-python for pyppbox is changed to pyppbox-opencv as package name
    • Enhance Person class & add keypoints attribute
    • Improve & generalize the names of some methods/funtions/classes
    • Enhance PManager & introduce __ for private classes/methods
    • Improve all related configurators & change some default configurations
    • Introduce lite & full edition of the extra models/weights
    • Update requirements & drop supports for Python 3.9 & CUDA 11.6/11.7
    • Update the FacNet & Torchreid pretrained classifier PKLs for GTA5 dataset
    • Update examples
    • Change to pypa/build for setup.py
    • Known issue/limitation:
      • [Issue] YOLO Ultralytics: May throw CUDA error: an illegal memory access was encountered in multithread application

pyppbox V1.1 - Multithreading Ready

  • pyppbox v1.1b5

    • Add support for CUDA 11.8 - Ready for RTX 4000 series :)

  • pyppbox v1.1b4

    • Correct minor mistakes in default configuration related files and classes
    • Improve setup.py and change from pip to bdist_wheel
    • Update requirements - February 2023 update
    • Update DeepSORT for numpy==1.24.2
    • Clean up unused codes and improve some README.md files

  • pyppbox v1.1b3

    • Fix a bug in UI demo uidemo.py when a given input video file does not exist in GT dictionary
    • Check pull #6 for more details

  • pyppbox v1.1b2

    • Fix minor bugs of SORT module and PManager() in a rare/simulated scenario when a person appears and disappears from frame to frame
    • Check pull #5 for more details

  • pyppbox v1.1b1

    • PManager() now has the default __init__(enableEval=False, localConfig=False)
    • The enableEval=False means all related EVA classes are disabled -> Check example_advanced.py
    • The localConfig=False means PManager uses the GLOBAL cfg dir inside the pyppbox package
    • When localConfig=True, you must call setLocalConfig(local_cfg_dir) in order to set your new LOCAL cfg dir
    • The idea of GLOBAL & LOCAL enables pyppbox to be used in multi-threading without interfering with the GLOBAL cfg dir
    • Your LOCAL cfg dir requires 4 configuration files: main.yaml, detectors.yaml, trackers.yaml, and reiders.yaml
    • Make sure the all input files such as pre-trained weights/models and others exist according to your LOCAL cfg
    • Check the LOCAL cfg and example_local_cfg.py as an example
    • Check pull #4 for more details

pyppbox V1

  • The GitHub repo was reinitiated from version 1.0b9 where the complete history is available here 33da563

  • OpenPose submodule was removed due to its complicated license -> Check this repo pyppbox-paper if you need OpenPose or need to reproduce the results in the paper