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add model download link
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xiliu8006 committed Jun 6, 2021
1 parent e73bd95 commit 771d9e8
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2 changes: 1 addition & 1 deletion configs/3dssd/README.md
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Expand Up @@ -29,6 +29,6 @@ Some settings in our implementation are different from the [official implementat

| Backbone |Class| Lr schd | Mem (GB) | Inf time (fps) | mAP |Download |
| :---------: | :-----: | :------: | :------------: | :----: |:----: | :------: |
| [PointNet2SAMSG](./3dssd_kitti-3d-car.py)| Car |72e|4.7||78.69(81.27)<sup>1</sup>|[model](https://download.openmmlab.com/mmdetection3d/v0.1.0_models/3dssd/3dssd_kitti-3d-car_20210324_122002-07e9a19b.pth) &#124; [log](https://download.openmmlab.com/mmdetection3d/v0.1.0_models/3dssd/3dssd_kitti-3d-car_20210324_122002.log.json)|
| [PointNet2SAMSG](./3dssd_kitti-3d-car.py)| Car |72e|4.7||78.69(81.27)<sup>1</sup>|[model](https://download.openmmlab.com/mmdetection3d/v0.1.0_models/3dssd/3dssd_kitti-3d-car_20210602_124438-b4276f56.pth) &#124; [log](https://download.openmmlab.com/mmdetection3d/v0.1.0_models/3dssd/3dssd_kitti-3d-car_20210602_124438.log.json)|

[1]: We report two different 3D object detection performance here. 78.69mAP is evaluated by our evaluation code and 81.27mAP is evaluated by the official development kit (so as that used in the paper and official code of 3DSSD ). We found that the commonly used Python implementation of [`rotate_iou`](https://github.com/traveller59/second.pytorch/blob/e42e4a0e17262ab7d180ee96a0a36427f2c20a44/second/core/non_max_suppression/nms_gpu.py#L605) which is used in our KITTI dataset evaluation, is different from the official implemention in [KITTI benchmark](http://www.cvlibs.net/datasets/kitti/eval_object.php?obj_benchmark=3d).
4 changes: 2 additions & 2 deletions configs/3dssd/metafile.yml
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Expand Up @@ -20,5 +20,5 @@ Models:
- Task: 3D Object Detection
Dataset: KITTI
Metrics:
mAP: 78.39
Weights: https://download.openmmlab.com/mmdetection3d/v0.1.0_models/3dssd/3dssd_kitti-3d-car_20210324_122002-07e9a19b.pth
mAP: 78.69
Weights: https://download.openmmlab.com/mmdetection3d/v0.1.0_models/3dssd/3dssd_kitti-3d-car_20210602_124438-b4276f56.pth
2 changes: 2 additions & 0 deletions mmdet3d/datasets/pipelines/transforms_3d.py
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Expand Up @@ -1127,8 +1127,10 @@ def __call__(self, input_dict):
points = input_dict['points']
gt_bboxes_3d = input_dict['gt_bboxes_3d']

# avoid groundtruth being modified
gt_bboxes_3d_np = gt_bboxes_3d.tensor.clone().numpy()
gt_bboxes_3d_np[:, :3] = gt_bboxes_3d.gravity_center.clone().numpy()

enlarged_gt_bboxes_3d = gt_bboxes_3d_np.copy()
enlarged_gt_bboxes_3d[:, 3:6] += self.bbox_enlarge_range
points_numpy = points.tensor.clone().numpy()
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