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MMDetection3D V1.0.0rc1 Release

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@ZwwWayne ZwwWayne released this 06 Apr 15:31
333536f

Compatibility

  • We migrate all the mmdet3d ops to mmcv and do not need to compile them when installing mmdet3d.
  • To fix the imprecise timestamp and optimize its saving method, we reformat the point cloud data during Waymo data conversion. The data conversion time is also optimized significantly by supporting parallel processing. Please re-generate KITTI format Waymo data if necessary. See more details in the compatibility documentation.
  • We update some of the model checkpoints after the refactor of coordinate systems. Please stay tuned for the release of the remaining model checkpoints.
Fully Updated Partially Updated In Progress No Influcence
SECOND
PointPillars
FreeAnchor
VoteNet
H3DNet
3DSSD
Part-A2
MVXNet
CenterPoint
SSN
ImVoteNet
FCOS3D
PointNet++
Group-Free-3D
ImVoxelNet
PAConv
DGCNN
SMOKE
PGD
MonoFlex

Highlights

  • Migrate all the mmdet3d ops to mmcv
  • Support parallel waymo data converter
  • Add ScanNet instance segmentation dataset with metrics
  • Better compatibility for windows with CI support, op migration and bug fixes
  • Support loading annotations from Ceph

New Features

  • Add ScanNet instance segmentation dataset with metrics (#1230)
  • Support different random seeds for different ranks (#1321)
  • Support loading annotations from Ceph (#1325)
  • Support resuming from the latest checkpoint automatically (#1329)
  • Add windows CI (#1345)

Improvements

  • Update the table format and OpenMMLab project orders in README.md (#1272, #1283)
  • Migrate all the mmdet3d ops to mmcv (#1240, #1286, #1290, #1333)
  • Add with_plane flag in the KITTI data conversion (#1278)
  • Update instructions and links in the documentation (#1300, 1309, #1319)
  • Support parallel Waymo dataset converter and ground truth database generator (#1327)
  • Add quick installation commands to getting_started.md (#1366)

Bug Fixes

  • Update nuimages configs to use new nms config style (#1258)
  • Fix the usage of np.long for windows compatibility (#1270)
  • Fix the incorrect indexing in BasePoints (#1274)
  • Fix the incorrect indexing in the pillar_scatter.forward_single (#1280)
  • Fix unit tests that use GPUs (#1301)
  • Fix incorrect feature dimensions in DynamicPillarFeatureNet caused by previous upgrading of PillarFeatureNet (#1302)
  • Remove the CameraPoints constraint in PointSample (#1314)
  • Fix imprecise timestamps saving of Waymo dataset (#1327)

Contributors

A total of 10 developers contributed to this release.

@ZCMax, @ZwwWayne, @wHao-Wu, @Tai-Wang, @wangruohui, @zjwzcx, @Xiangxu-0103, @EdAyers, @hongye-dev, @zhanggefan

New Contributors

Full Changelog: v1.0.0rc0...v1.0.0rc1