LiewFeng / RayDN

[ECCV 2024] Ray Denoising (RayDN): Depth-aware Hard Negative Sampling for Multi-view 3D Object Detection

Home Page:https://arxiv.org/abs/2402.03634

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raydn_eva02_800_bs2_seq_24e cheakpoint

PW812 opened this issue · comments

Thank you for your great research and share your work!
Is there a problem with the ckpt
(https://github.com/LiewFeng/RayDN/blob/main/projects/configs/RayDN/raydn_eva02_800_bs2_seq_24e.py)
I use this :tools/dist_test.sh projects/configs/RayDN/raydn_eva02_800_bs2_seq_24e.py ckpts/raydn_eva02_800_bs2_seq_24e.pth 1
and result:
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 6019/6019, 5.7 task/s, elapsed: 1059s, ETA: 0s
Formating bboxes of pts_bbox
Start to convert detection format...
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 6019/6019, 61.9 task/s, elapsed: 97s, ETA: 0s
Results writes to test/raydn_eva02_800_bs2_seq_24e/Mon_Mar_25_07_21_51_2024/pts_bbox/results_nusc.json
Evaluating bboxes of pts_bbox
mAP: 0.0000
mATE: 1.0000
mASE: 1.0000
mAOE: 1.0000
mAVE: 1.0000
mAAE: 1.0000
NDS: 0.0000
Eval time: 59.0s

Per-class results:
Object Class AP ATE ASE AOE AVE AAE
car 0.000 1.000 1.000 1.000 1.000 1.000
truck 0.000 1.000 1.000 1.000 1.000 1.000
bus 0.000 1.000 1.000 1.000 1.000 1.000
trailer 0.000 1.000 1.000 1.000 1.000 1.000
construction_vehicle 0.000 1.000 1.000 1.000 1.000 1.000
pedestrian 0.000 1.000 1.000 1.000 1.000 1.000
motorcycle 0.000 1.000 1.000 1.000 1.000 1.000
bicycle 0.000 1.000 1.000 1.000 1.000 1.000
traffic_cone 0.000 1.000 1.000 nan nan nan
barrier 0.000 1.000 1.000 1.000 nan nan
{'pts_bbox_NuScenes/car_AP_dist_0.5': 0.0, 'pts_bbox_NuScenes/car_AP_dist_1.0': 0.0, 'pts_bbox_NuScenes/car_AP_dist_2.0': 0.0, 'pts_bbox_NuScenes/car_AP_dist_4.0': 0.0, 'pts_bbox_NuScenes/car_trans_err': 1.0, 'pts_bbox_NuScenes/car_scale_err': 1.0, 'pts_bbox_NuScenes/car_orient_err': 1.0, 'pts_bbox_NuScenes/car_vel_err': 1.0, 'pts_bbox_NuScenes/car_attr_err': 1.0, 'pts_bbox_NuScenes/mATE': 1.0, 'pts_bbox_NuScenes/mASE': 1.0, 'pts_bbox_NuScenes/mAOE': 1.0, 'pts_bbox_NuScenes/mAVE': 1.0, 'pts_bbox_NuScenes/mAAE': 1.0, 'pts_bbox_NuScenes/truck_AP_dist_0.5': 0.0, 'pts_bbox_NuScenes/truck_AP_dist_1.0': 0.0, 'pts_bbox_NuScenes/truck_AP_dist_2.0': 0.0, 'pts_bbox_NuScenes/truck_AP_dist_4.0': 0.0, 'pts_bbox_NuScenes/truck_trans_err': 1.0, 'pts_bbox_NuScenes/truck_scale_err': 1.0, 'pts_bbox_NuScenes/truck_orient_err': 1.0, 'pts_bbox_NuScenes/truck_vel_err': 1.0, 'pts_bbox_NuScenes/truck_attr_err': 1.0, 'pts_bbox_NuScenes/construction_vehicle_AP_dist_0.5': 0.0, 'pts_bbox_NuScenes/construction_vehicle_AP_dist_1.0': 0.0, 'pts_bbox_NuScenes/construction_vehicle_AP_dist_2.0': 0.0, 'pts_bbox_NuScenes/construction_vehicle_AP_dist_4.0': 0.0, 'pts_bbox_NuScenes/construction_vehicle_trans_err': 1.0, 'pts_bbox_NuScenes/construction_vehicle_scale_err': 1.0, 'pts_bbox_NuScenes/construction_vehicle_orient_err': 1.0, 'pts_bbox_NuScenes/construction_vehicle_vel_err': 1.0, 'pts_bbox_NuScenes/construction_vehicle_attr_err': 1.0, 'pts_bbox_NuScenes/bus_AP_dist_0.5': 0.0, 'pts_bbox_NuScenes/bus_AP_dist_1.0': 0.0, 'pts_bbox_NuScenes/bus_AP_dist_2.0': 0.0, 'pts_bbox_NuScenes/bus_AP_dist_4.0': 0.0, 'pts_bbox_NuScenes/bus_trans_err': 1.0, 'pts_bbox_NuScenes/bus_scale_err': 1.0, 'pts_bbox_NuScenes/bus_orient_err': 1.0, 'pts_bbox_NuScenes/bus_vel_err': 1.0, 'pts_bbox_NuScenes/bus_attr_err': 1.0, 'pts_bbox_NuScenes/trailer_AP_dist_0.5': 0.0, 'pts_bbox_NuScenes/trailer_AP_dist_1.0': 0.0, 'pts_bbox_NuScenes/trailer_AP_dist_2.0': 0.0, 'pts_bbox_NuScenes/trailer_AP_dist_4.0': 0.0, 'pts_bbox_NuScenes/trailer_trans_err': 1.0, 'pts_bbox_NuScenes/trailer_scale_err': 1.0, 'pts_bbox_NuScenes/trailer_orient_err': 1.0, 'pts_bbox_NuScenes/trailer_vel_err': 1.0, 'pts_bbox_NuScenes/trailer_attr_err': 1.0, 'pts_bbox_NuScenes/barrier_AP_dist_0.5': 0.0, 'pts_bbox_NuScenes/barrier_AP_dist_1.0': 0.0, 'pts_bbox_NuScenes/barrier_AP_dist_2.0': 0.0, 'pts_bbox_NuScenes/barrier_AP_dist_4.0': 0.0, 'pts_bbox_NuScenes/barrier_trans_err': 1.0, 'pts_bbox_NuScenes/barrier_scale_err': 1.0, 'pts_bbox_NuScenes/barrier_orient_err': 1.0, 'pts_bbox_NuScenes/barrier_vel_err': nan, 'pts_bbox_NuScenes/barrier_attr_err': nan, 'pts_bbox_NuScenes/motorcycle_AP_dist_0.5': 0.0, 'pts_bbox_NuScenes/motorcycle_AP_dist_1.0': 0.0, 'pts_bbox_NuScenes/motorcycle_AP_dist_2.0': 0.0, 'pts_bbox_NuScenes/motorcycle_AP_dist_4.0': 0.0, 'pts_bbox_NuScenes/motorcycle_trans_err': 1.0, 'pts_bbox_NuScenes/motorcycle_scale_err': 1.0, 'pts_bbox_NuScenes/motorcycle_orient_err': 1.0, 'pts_bbox_NuScenes/motorcycle_vel_err': 1.0, 'pts_bbox_NuScenes/motorcycle_attr_err': 1.0, 'pts_bbox_NuScenes/bicycle_AP_dist_0.5': 0.0, 'pts_bbox_NuScenes/bicycle_AP_dist_1.0': 0.0, 'pts_bbox_NuScenes/bicycle_AP_dist_2.0': 0.0, 'pts_bbox_NuScenes/bicycle_AP_dist_4.0': 0.0, 'pts_bbox_NuScenes/bicycle_trans_err': 1.0, 'pts_bbox_NuScenes/bicycle_scale_err': 1.0, 'pts_bbox_NuScenes/bicycle_orient_err': 1.0, 'pts_bbox_NuScenes/bicycle_vel_err': 1.0, 'pts_bbox_NuScenes/bicycle_attr_err': 1.0, 'pts_bbox_NuScenes/pedestrian_AP_dist_0.5': 0.0, 'pts_bbox_NuScenes/pedestrian_AP_dist_1.0': 0.0, 'pts_bbox_NuScenes/pedestrian_AP_dist_2.0': 0.0, 'pts_bbox_NuScenes/pedestrian_AP_dist_4.0': 0.0, 'pts_bbox_NuScenes/pedestrian_trans_err': 1.0, 'pts_bbox_NuScenes/pedestrian_scale_err': 1.0, 'pts_bbox_NuScenes/pedestrian_orient_err': 1.0, 'pts_bbox_NuScenes/pedestrian_vel_err': 1.0, 'pts_bbox_NuScenes/pedestrian_attr_err': 1.0, 'pts_bbox_NuScenes/traffic_cone_AP_dist_0.5': 0.0, 'pts_bbox_NuScenes/traffic_cone_AP_dist_1.0': 0.0, 'pts_bbox_NuScenes/traffic_cone_AP_dist_2.0': 0.0, 'pts_bbox_NuScenes/traffic_cone_AP_dist_4.0': 0.0, 'pts_bbox_NuScenes/traffic_cone_trans_err': 1.0, 'pts_bbox_NuScenes/traffic_cone_scale_err': 1.0, 'pts_bbox_NuScenes/traffic_cone_orient_err': nan, 'pts_bbox_NuScenes/traffic_cone_vel_err': nan, 'pts_bbox_NuScenes/traffic_cone_attr_err': nan, 'pts_bbox_NuScenes/NDS': 0.0, 'pts_bbox_NuScenes/mAP': 0.0}

Hi, @PW812 . Thank you for your interest in our work. It looks strange. How about the performance on r50?

你好,@PW812。感谢您对我们工作的兴趣。看起来很奇怪。r50的表现如何?

R50 is normal ,mAP 0.47, NDS 0.5618

Sorry, I use a wrong url. I heave updated the downloading url. You can try with the new ckpt.