HEART 0.5.0

https://github.com/IBM/heart-library

https://pypi.org/project/heart-library/

Update Notes

• Fixes alignment issue with augmentation (attack) and image classifier output. Both now return Sequence[ArrayLike] as per MAITE protocol.
• Fixes alignment of JaticPyTorchObjectDetector call method. Input type constrained to Sequence[ArrayLike] as per MAITE protocol.
• Moves to align with MAITE v0.7.0 by including metadata attribute to estimators, augmentations, metrics and dataset definitions.
• Notebooks and tests updated based on MAITE alignment and fixes.
• Removes the constraint of models passed to JaticPyTorchObjectDetector being one of DETR, FasterRCNN and YOLO - thus facilitating other PyTorch detector models. (i.e. those implemented in torchvision)

HEART 0.4.4

https://github.com/IBM/heart-library

https://pypi.org/project/heart-library/

Update Notes

• Remediation of vulnerabilities within poetry.lock
• Inclusion of py.typed for type checking support
• Integration of pyright

HEART 0.4.3

https://github.com/IBM/heart-library

https://pypi.org/project/heart-library/

Update Notes

• Refactored individual object detectors to a single common class
  • Included metadata indicating supported object detector models
  • Refactored notebooks to demonstrate common detector usage

HEART 0.4.2

https://github.com/IBM/heart-library

https://pypi.org/project/heart-library/

Update Notes

• Enable support for python 3.11

HEART 0.4.1

https://github.com/IBM/heart-library

https://pypi.org/project/heart-library/

Update Notes

• Core HEART library aligned to MAITE v0.6.0
  • attack, estimator and metrics accept Sequence of ArrayLike images
  • utility function, process_inputs_for_art, processes Sequence of ArrayLike images
• Gradio app aligns with MAITE v0.6.0
• Notebooks updated to align with MAITE v0.6.0
• DPatch and Laser attacks tests updated to align with new data format

HEART 0.4.0

https://github.com/IBM/heart-library

https://pypi.org/project/heart-library/

Update Notes

• Alignment of HEART to MAITE v0.5.0
  • MAITE v0.5.0 protocols: https://github.com/mit-ll-ai-technology/maite/blob/v0.5.0/examples/protocol_overview.ipynb
  • Core library refactor (estimators, attacks, metrics)
  • Refactor of all notebooks
  • Refactor of Gradio app
  • Added support for mAP metric
• Support for Feature Adversary attack
  • Attack description: https://arxiv.org/abs/1511.05122
  • ART implementation: https://github.com/Trusted-AI/adversarial-robustness-toolbox/blob/main/art/attacks/evasion/feature_adversaries/feature_adversaries_pytorch.py
  • Demonstration added to notebook 3
• Support for black-box patch attack
  • Attack description: https://arxiv.org/abs/1906.11897
  • ART implementation: https://github.com/Trusted-AI/adversarial-robustness-toolbox/blob/main/art/attacks/evasion/dpatch_robust.py
  • Demonstration added to notebook 6
• Support for Faster RCNN object detector
  • Estimator description: https://arxiv.org/abs/1506.01497
  • ART implementation: https://github.com/Trusted-AI/adversarial-robustness-toolbox/blob/main/art/estimators/object_detection/pytorch_faster_rcnn.py
  • Demonstration added to notebook 6

HEART 0.3.3

https://github.com/IBM/heart-library

https://pypi.org/project/heart-library/

Update Notes

• Resolves known issue present in HEART 0.3.2 by ensuring that setuptools < 70.0.0 is installed. This upper-boundary pin will be removed in a future release of heart-library when issue 2444 is resolved for adversarial-robustness-toolbox.

HEART 0.3.2

https://github.com/IBM/heart-library

https://pypi.org/project/heart-library/

Update Notes

• Deprecation of YOLOv5 due to known vulnerability (GHSA-jjg7-2v4v-x38h).
• Support for DeTR object detector estimator. Object detection notebooks updated to demonstrate DeTR in place of deprecated YOLOv5.
• Minor changes to remove SAST vulnerabilities.
• Transitive dependency updates in poetry.lock to remove vulnerabilities.

Known Issue

setuptools>=70.0.0 causes a breaking issue within adversarial-robustness-toolbox when attempting to import pkg_resources within art/estimators/speech_recognition/pytorch_deep_speech.py. This import pathway was deprecated with the major version release of setuptools==70.0.0.

Workaround:

Re-install setuptools using version 69.5.1 in your virtual environment.

HEART 0.3.1

https://github.com/IBM/heart-library

https://pypi.org/project/heart-library/

Update Notes

• Initial publication of heart-library documentation
• Allow users to specify a path to a specific yolov5 model if desired
• Set datasets dependency pin to a minimum of >=2.18.0 to prevent model loading issues from previous versions

HEART 0.3.0

Hardened Extension of the Adversarial Robustness Toolbox (HEART) initial open source publication.