v0.4.0

What's Changed

Added

• Add Dobot notebook (#928)
• Add ShanghaiTech Campus video anomaly detection dataset (#869)
• Add pyupgrade to pre-commit configs, and refactor based on pyupgrade and refurb (#845)
• Add CFA model implementation (#783)
• Add RKDE model implementation (#821)
• Add Visual Anomaly (VisA) dataset adapter (#824)
• Add Synthetic anomalous dataset for validation and testing (#822)
• Add Detection task type support (#822)
• Add UCSDped and Avenue dataset implementation (#822)
• Add base classes for video dataset and video datamodule (#822)
• Add base classes for image dataset and image dataModule (#822)
• ✨ Add CSFlow model (#657)
• Log loss for existing trainable models (#804)
• Add section for community project (#768)
• ✨ Add torchfx feature extractor (#675)
• Add tiling notebook (#712)
• Add posargs to tox to enable testing a single file (#695)
• Add option to load metrics with kwargs (#688)
• 🐞 Add device flag to TorchInferencer (#601)

Changed

• Bump OpenVINO version to 2022.3.0 (#932)
• Remove the dependecy on a specific torchvision and torchmetrics packages.
• Bump PyTorch Lightning version to v.1.9.* (#870)
• Make input image normalization and center cropping configurable from config (#822)
• Improve flexibility and configurability of subset splitting (#822)
• Switch to new datamodules design (#822)
• Make normalization and center cropping configurable through config (#795)
• Switch to new changelog format. (#777)
• Rename feature to task (#769)
• make device configurable in OpenVINO inference (#755)
• 🚨 Fix torchmetrics version (#754)
• Improve NNCF initilization (#740)
• Migrate markdownlint + issue templates (#738)
• 🐞 Patch Timm Feature Extractor (#714)
• Padim arguments improvements (#664)
• 📊 Update DFM results (#674)
• Optimize anomaly score calculation for PatchCore (#633)

Deprecated

• Deprecated PreProcessor class (#795)
• Deprecate OptimalF1 metric in favor of AnomalyScoreThreshold and F1Score (#796)

Fixed

• Fix bug in anomalib/data/utils/image.py to check if the path is directory (#919)
• Fix bug in MVTec dataset download (#842)
• Add early stopping to CS-Flow model (#817)
• Fix remote container by removing version pinning in Docker files (#797)
• Fix PatchCore performance deterioration by reverting changes to Average Pooling layer (#791)
• Fix zero seed (#766)
• Fix #699 (#700)
• 🐞 Fix folder dataset for classification tasks (#708)
• Update torchmetrics to fix compute_on_cpu issue (#711)
• Correct folder mask path (#660)
• Fix >100% confidence issue for OpenVINO inference (#667)
• Update pre-commit links and some other minor fixes (#672)
• Fix black formatting issues. (#674)

New Contributors

• @jpcbertoldo made their first contribution in #660
• @tanemaki made their first contribution in #766
• @Jonas1302 made their first contribution in #771
• @yunchu made their first contribution in #885
• @strelka145 made their first contribution in #919

Full Changelog: v0.3.7...v0.4.0