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Models/BiPOCO

BiPOCO

Reported on 10 benchmarks across 3 tasks · 1 paper · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision6 results

3D Anomaly DetectiononHR-ShanghaiTech
AUC· 2022-07-05
74.9
best: 87.23 (PoseWatch-H)
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection arXiv:2207.02281
3D Anomaly DetectiononHR-Avenue
AUC· 2022-07-05
87
best: 89.4 (TrajREC)
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection arXiv:2207.02281
3D Anomaly DetectiononHR-UBnormal
AUC· 2022-07-05
52.3
best: 68.4 (MoCoDAD)
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection arXiv:2207.02281
Video Anomaly DetectiononHR-ShanghaiTech
AUC· 2022-07-05
74.9
best: 87.23 (PoseWatch-H)
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection arXiv:2207.02281
Video Anomaly DetectiononHR-Avenue
AUC· 2022-07-05
87
best: 89.4 (TrajREC)
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection arXiv:2207.02281
Video Anomaly DetectiononHR-UBnormal
AUC· 2022-07-05
52.3
best: 68.4 (MoCoDAD)
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection arXiv:2207.02281

Methodology4 results

Anomaly DetectiononUBnormal
AUC· 2022-07-05
50.7
best: 62.7 (FPDM)
SOTA
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection arXiv:2207.02281
Anomaly DetectiononHR-ShanghaiTech
AUC· 2022-07-05
74.9
best: 87.23 (PoseWatch-H)
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection arXiv:2207.02281
Anomaly DetectiononHR-Avenue
AUC· 2022-07-05
87
best: 89.4 (TrajREC)
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection arXiv:2207.02281
Anomaly DetectiononHR-UBnormal
AUC· 2022-07-05
52.3
best: 68.4 (MoCoDAD)
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection arXiv:2207.02281