Key info
Detailed Changes
Deprecations
[io] Video decoding and encoding capabilities are deprecated and will be removed soon in 0.25! Please migrate to TorchCodec! (#8997)
Bug Fixes
[io] Fix sync bug with encode_jpeg on CUDA (#8929)
[transforms] pin_memory() now preserves TVTensor class and metadata (#8921)
Improvements
[datasets] Most datasets now support a loader parameter, which allow you to decode images directly into tensors with torchvision.io.decode_image(), instead of relying on PIL. This should lead to faster pipelines! (#8945, #8972, #8939, #8922)
[datasets] Add classes attribute to the Flowers102 dataset (#8838)
[datasets] Added 'test' split support for Places365 dataset (#8928)
[datasets] Reduce output log on MNIST (#8865)
[ops] Perf: greatly speed-up NMS on CUDA when num_boxes is high (#8766, #8925)
[ops] Add roi_align nondeterministic support for XPU (#8931)
[all] Improvements on input checks and error messages (#8959, #8994, #8944, #8995, #8993, #8866, #8882, #8851, #8844, #8991)
[build] Various build improvements / platforms support (#8913, #8933, #8936, #8792)
[docs] Various documentation improvements (#8843, #8860, #9014, #9015, #8932)
[misc] Other non-user-facing changes (#8872, #8982, #8976, #8935, #8977, #8978, #8963, #8975, #8974, #8950, #8970, #8924, #8964, #8996, #8920, #8873, #8876, #8885, #8890, #8901, #8999, #8998, #8973, #8897, #9007, #8852)
Contributors
We're grateful for our community, which helps us improve torchvision by submitting issues and PRs, and providing feedback and suggestions. The following persons have contributed patches for this release:
Aditya Kamath, Alexandre Ghelfi, PhD, Alfredo Tupone, amdfaa, Andrey Talman, Antoine Simoulin, Aurélien Geron, bjarzemb, deekay42, Frost Mitchell, frost-intel , GdoongMathew, Hangxing Wei, Huy Do, Nicolas Hug, Nikita Shulga, Noopur, Ruben, tvukovic-amd, Wenchen Li, Wieland Morgenstern , Yichen Yan, Yonghye Kwon, Zain Rizvi