MMDetection V2.9.0 Release
Highlights
- Support new methods: SCNet, Sparse R-CNN
- Move
train_cfg
andtest_cfg
into model in configs - Support to visualize results based on prediction quality
New Features
- Support SCNet (#4356)
- Support Sparse R-CNN (#4219)
- Support evaluate mAP by multiple IoUs (#4398)
- Support concatenate dataset for testing (#4452)
- Support to visualize results based on prediction quality (#4441)
- Add ONNX simplify option to Pytorch2ONNX script (#4468)
- Add hook for checking compatibility of class numbers in heads and datasets (#4508)
Bug Fixes
- Fix CPU inference bug of Cascade RPN (#4410)
- Fix NMS error of CornerNet when there is no prediction box (#4409)
- Fix TypeError in CornerNet inference (#4411)
- Fix bug of PAA when training with background images (#4391)
- Fix the error that the window data is not destroyed when
out_file is not None
andshow==False
(#4442) - Fix order of NMS
score_factor
that will decrease the performance of YOLOv3 (#4473) - Fix bug in HTC TTA when the number of detection boxes is 0 (#4516)
- Fix resize error in mask data structures (#4520)
Improvements
- Allow to customize classes in LVIS dataset (#4382)
- Add tutorials for building new models with existing datasets (#4396)
- Add CPU compatibility information in documentation (#4405)
- Add documentation of deprecated
ImageToTensor
for batch inference (#4408) - Add more details in documentation for customizing dataset (#4430)
- Switch
imshow_det_bboxes
visualization backend from OpenCV to Matplotlib (#4389) - Deprecate
ImageToTensor
inimage_demo.py
(#4400) - Move train_cfg/test_cfg into model (#4347, #4489)
- Update docstring for
reg_decoded_bbox
option in bbox heads (#4467) - Update dataset information in documentation (#4525)
- Release pre-trained R50 and R101 PAA detectors with multi-scale 3x training schedules (#4495)
- Add guidance for speed benchmark (#4537)
New Contributors
- @kazet made their first contribution in #4429
- @LutingWang made their first contribution in #4474
- @digantamisra98 made their first contribution in #4510
Full Changelog: v2.8.0...v2.9.0