- Support of generation of classification and detection par-class and per-image saliency maps
- Enable white-box (ReciproCAM) and black-box (RISE) eXplainable AI algorithms
- Suppor of CNN and transformer-based architectures (validation on diverse set of timm models)
- Enable Explainer (stateful object) as the main interface for XAI algorithms
- Refactor names/folders/objects for better verbosity by @GalyaZalesskaya in openvinotoolkit#5
- Support classification task by @negvet in https://github.com/intel-sandbox/openvino_xai/commit/dd5fd9b73fe8c12e2d741792043372bcd900a850
- Support detection task by @negvet in https://github.com/intel-sandbox/openvino_xai/commit/84f285f2f40a8b1fc50a8cd49798aae37afd58dc
- Support Model API as inference engine by @negvet in https://github.com/intel-sandbox/openvino_xai/commit/5f575f122dedc0461975bd58f81e730a901a69a6
- Support classification validation on OTX models by @negvet in https://github.com/intel-sandbox/openvino_xai/commit/008f25f3b09e480906d8edcf043da2ece9ca3e6b
- Update requirements, add --output parameter for run.py by @GalyaZalesskaya in https://github.com/intel-sandbox/openvino_xai/pull/1
- Separate cls and det exampels and improve cls tests by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/2
- Enable scaling and postprocessing. Add object for map by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/3
- Fix saliency map dtype by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/5
- Minor fix for map dtype by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/6
- Support just IR update by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/7
- Check for xai before inserting by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/8
- Support parameter objects by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/9
- Update setup script by @sovrasov in https://github.com/intel-sandbox/openvino_xai/pull/10
- Support benchmark test for timm==0.9.5 models (white-box) by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/11
- API docs by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/12
- Add model scope to README.md by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/13
- Add RISE BlackBox explaining algorithm for classification by @GalyaZalesskaya in https://github.com/intel-sandbox/openvino_xai/pull/15
- Update README.md by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/17
- Refactor: split explain file onto different algorithms by @GalyaZalesskaya in https://github.com/intel-sandbox/openvino_xai/pull/16
- Update BB and examples by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/18
- Fix RISE memory issue + minor updates by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/20
- Optimize RISE by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/22
- Update scope for BB by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/24
- Refactor saliency maps by @GalyaZalesskaya in https://github.com/intel-sandbox/openvino_xai/pull/21
- Fix labels for saved saliency maps by @GalyaZalesskaya in https://github.com/intel-sandbox/openvino_xai/pull/25
- Fix bugs and update test coverage by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/26
- Support benchmark test for timm==0.9.5 models (black-box) by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/23
- Update image name by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/27
- Update interpolation in black_box.py by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/29
- Update insertion point search by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/31
- Add getting started by @GalyaZalesskaya in https://github.com/intel-sandbox/openvino_xai/pull/28
- API update and refactor by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/32
- Fix and refactor tests by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/33
- Align Detection White Box algo with OTX by @GalyaZalesskaya in https://github.com/intel-sandbox/openvino_xai/pull/34
- Add unit and integration tests for WB detection by @GalyaZalesskaya in https://github.com/intel-sandbox/openvino_xai/pull/38
- Enable VITReciprocam by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/35
- Fix licenses, update deps by @sovrasov in https://github.com/intel-sandbox/openvino_xai/pull/40
- Fix reference values after color channel order update by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/41
- Use ovc instead of mo by @sovrasov in https://github.com/intel-sandbox/openvino_xai/pull/43
- API docs update by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/45
- Add XAI Classification notebook by @GalyaZalesskaya in https://github.com/intel-sandbox/openvino_xai/pull/48
- Add Saliency map interpretation notebook by @GalyaZalesskaya in https://github.com/intel-sandbox/openvino_xai/pull/49
- Fix tests by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/50
- Use pyproject.toml instead of setup.py by @sovrasov in https://github.com/intel-sandbox/openvino_xai/pull/52
- Fix setup config by @sovrasov in https://github.com/intel-sandbox/openvino_xai/pull/53
- Support preprocess_fn & postprocess_fn by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/51
- Support target_explain_labels of different types by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/54
- Make MAPI an optional dep by @sovrasov in https://github.com/intel-sandbox/openvino_xai/pull/55
- Remove MAPI and fix tests by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/56
- Docs update by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/57
- Refactor postprocessing by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/58
- Fix mutable default value in
ExplanationParametersbydefault_factoryby @goodsong81 in https://github.com/intel-sandbox/openvino_xai/pull/59 - Update pre-commit + code style by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/60
- Update types by @negvet in https://github.com/intel-sandbox/openvino_xai/pull/62
- Add unit test coverage setting by @goodsong81 in https://github.com/intel-sandbox/openvino_xai/pull/63
- Add LICENSE and SECURITY.md by @goodsong81 in https://github.com/intel-sandbox/openvino_xai/pull/64
- Add CHANGLOG.md by @goodsong81 in https://github.com/intel-sandbox/openvino_xai/pull/65
- @negvet made their first contribution in https://github.com/intel-sandbox/openvino_xai/commit/dd5fd9b73fe8c12e2d741792043372bcd900a850
- @GalyaZalesskaya made their first contribution in https://github.com/intel-sandbox/openvino_xai/pull/1
- @sovrasov made their first contribution in https://github.com/intel-sandbox/openvino_xai/pull/10
- @goodsong81 made their first contribution in https://github.com/intel-sandbox/openvino_xai/pull/59