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@yunchu yunchu released this 26 Dec 04:24
· 12 commits to releases/1.5.0 since this release
1.5.0
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Learn about vigilant mode.

New features

  • Enable configurable confidence threshold for otx eval and export (#2388)
  • Add YOLOX variants as new object detector models (#2402)
  • Enable FeatureVectorHook to support action tasks (#2408)
  • Add ONNX metadata to detection, instance segmantation, and segmentation models (#2418)
  • Add a new feature to configure input size (#2420)
  • Introduce the OTXSampler and AdaptiveRepeatDataHook to achieve faster training at the small data regime (#2428)
  • Add a new object detector Lite-DINO (#2457)
  • Add Semi-SL Mean Teacher algorithm for Instance Segmentation task (#2444)
  • Official supports for YOLOX-X, YOLOX-L, YOLOX-S, ResNeXt101-ATSS (#2485)
  • Add new argument to track resource usage in train command (#2500)
  • Add Self-SL for semantic segmentation of SegNext families (#2215)
  • Adapt input size automatically based on dataset statistics (#2499)

Enhancements

  • Refine input data in-memory caching (#2416)
  • Adapt timeout value of initialization for distributed training (#2422)
  • Optimize data loading by merging load & resize operations w/ caching support for cls/det/iseg/sseg (#2438, #2453, #2460)
  • Support torch==2.0.1 (#2465)
  • Set "Auto" as default input size mode (#2515)

Bug fixes

  • Fix F1 auto-threshold to choose best largest confidence (#2371)
  • Fix a performance drop while training EfficientNetV2 with multi-GPU (#2398)
  • Fix bug that auto adaptive batch size raises an error if CUDA isn't available (#2410)
  • Fix sampler degradation issue (#2482)
  • Fix a bug that fp16 key error is raised when training without GPU (#2501)
  • Fix bug that auto batch size doesn't consider distributed training (#2533)
  • Fix auto input size mismatch in eval & export (#2530)
  • Fix the CustomNonLinearClsHead when the batch_size is set to 1 (#2571)
  • Fix IBLoss enablement with DeiT-Tiny when class incremental training (#2594)
  • Fix XAI algorithm for Detection (#2617)

Full Changelog: 1.4.4...1.5.0

Assets 7
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