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Models/CMKD

CMKD

Reported on 58 benchmarks across 7 tasks · 1 paper · 24 SOTA

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

Methodology40 results

3DonKITTI Cyclist Moderate
AP Medium· uses extra data· 2022-11-14
6.67
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3DonKITTI Cyclist Hard
AP Hard· uses extra data· 2022-11-14
6.34
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3DonKITTI Pedestrian Easy
AP Easy· uses extra data· 2022-11-14
13.94
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3DonKITTI Cyclist Easy
AP Easy· uses extra data· 2022-11-14
12.52
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D ClassificationonKITTI Cyclist Moderate
AP Medium· uses extra data· 2022-11-14
6.67
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D ClassificationonKITTI Cyclist Hard
AP Hard· uses extra data· 2022-11-14
6.34
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D ClassificationonKITTI Pedestrian Easy
AP Easy· uses extra data· 2022-11-14
13.94
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D ClassificationonKITTI Cyclist Easy
AP Easy· uses extra data· 2022-11-14
12.52
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D Object DetectiononKITTI Cyclist Moderate
AP Medium· uses extra data· 2022-11-14
6.67
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D Object DetectiononKITTI Cyclist Hard
AP Hard· uses extra data· 2022-11-14
6.34
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D Object DetectiononKITTI Pedestrian Easy
AP Easy· uses extra data· 2022-11-14
13.94
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D Object DetectiononKITTI Cyclist Easy
AP Easy· uses extra data· 2022-11-14
12.52
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
16konKITTI Cyclist Moderate
AP Medium· uses extra data· 2022-11-14
6.67
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
16konKITTI Cyclist Hard
AP Hard· uses extra data· 2022-11-14
6.34
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
16konKITTI Pedestrian Easy
AP Easy· uses extra data· 2022-11-14
13.94
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
16konKITTI Cyclist Easy
AP Easy· uses extra data· 2022-11-14
12.52
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3DonKITTI Cars Easy
AP Easy· uses extra data· 2022-11-14
28.55
best: 31.55 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3DonKITTI Pedestrian Hard
AP Hard· uses extra data· 2022-11-14
7.42
best: 8.05 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3DonKITTI Pedestrian Moderate
AP Medium· uses extra data· 2022-11-14
8.79
best: 9.3 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3DonKITTI Cars Hard
AP Hard· uses extra data· 2022-11-14
16.77
best: 17.83 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D ClassificationonKITTI Cars Easy
AP Easy· uses extra data· 2022-11-14
28.55
best: 31.55 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D ClassificationonKITTI Pedestrian Hard
AP Hard· uses extra data· 2022-11-14
7.42
best: 8.05 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D ClassificationonKITTI Pedestrian Moderate
AP Medium· uses extra data· 2022-11-14
8.79
best: 9.3 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D ClassificationonKITTI Cars Hard
AP Hard· uses extra data· 2022-11-14
16.77
best: 17.83 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D Object DetectiononKITTI Cars Easy
AP Easy· uses extra data· 2022-11-14
28.55
best: 31.55 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D Object DetectiononKITTI Pedestrian Hard
AP Hard· uses extra data· 2022-11-14
7.42
best: 8.05 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D Object DetectiononKITTI Pedestrian Moderate
AP Medium· uses extra data· 2022-11-14
8.79
best: 9.3 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
2D Object DetectiononKITTI Cars Hard
AP Hard· uses extra data· 2022-11-14
16.77
best: 17.83 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
16konKITTI Cars Easy
AP Easy· uses extra data· 2022-11-14
28.55
best: 31.55 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
16konKITTI Pedestrian Hard
AP Hard· uses extra data· 2022-11-14
7.42
best: 8.05 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
16konKITTI Pedestrian Moderate
AP Medium· uses extra data· 2022-11-14
8.79
best: 9.3 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
16konKITTI Cars Hard
AP Hard· uses extra data· 2022-11-14
16.77
best: 17.83 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
Domain AdaptationonOffice-31
Average Accuracy
94.4
best: 96 (FFTAT)
Domain AdaptationonVisDA2017
Accuracy
91.8
best: 93.8 (FFTAT)
Domain AdaptationonImageCLEF-DA
Accuracy
94.3
Domain AdaptationonOffice-Home
Accuracy
89
best: 92.3 (SWG)
3DonKITTI Cars Moderate
AP Medium· uses extra data
18.69
best: 20.95 (CIE)
2D ClassificationonKITTI Cars Moderate
AP Medium· uses extra data
18.69
best: 20.95 (CIE)
2D Object DetectiononKITTI Cars Moderate
AP Medium· uses extra data
18.69
best: 20.95 (CIE)
16konKITTI Cars Moderate
AP Medium· uses extra data
18.69
best: 20.95 (CIE)

Computer Vision18 results

Object DetectiononKITTI Cyclist Moderate
AP Medium· uses extra data· 2022-11-14
6.67
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
Object DetectiononKITTI Cyclist Hard
AP Hard· uses extra data· 2022-11-14
6.34
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
Object DetectiononKITTI Pedestrian Easy
AP Easy· uses extra data· 2022-11-14
13.94
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
Object DetectiononKITTI Cyclist Easy
AP Easy· uses extra data· 2022-11-14
12.52
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3D Object DetectiononKITTI Cyclist Moderate
AP Medium· uses extra data· 2022-11-14
6.67
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3D Object DetectiononKITTI Cyclist Hard
AP Hard· uses extra data· 2022-11-14
6.34
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3D Object DetectiononKITTI Pedestrian Easy
AP Easy· uses extra data· 2022-11-14
13.94
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3D Object DetectiononKITTI Cyclist Easy
AP Easy· uses extra data· 2022-11-14
12.52
SOTA
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
Object DetectiononKITTI Cars Easy
AP Easy· uses extra data· 2022-11-14
28.55
best: 31.55 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
Object DetectiononKITTI Pedestrian Hard
AP Hard· uses extra data· 2022-11-14
7.42
best: 8.05 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
Object DetectiononKITTI Pedestrian Moderate
AP Medium· uses extra data· 2022-11-14
8.79
best: 9.3 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
Object DetectiononKITTI Cars Hard
AP Hard· uses extra data· 2022-11-14
16.77
best: 17.83 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3D Object DetectiononKITTI Cars Easy
AP Easy· uses extra data· 2022-11-14
28.55
best: 31.55 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3D Object DetectiononKITTI Pedestrian Hard
AP Hard· uses extra data· 2022-11-14
7.42
best: 8.05 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3D Object DetectiononKITTI Pedestrian Moderate
AP Medium· uses extra data· 2022-11-14
8.79
best: 9.3 (DD3D)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
3D Object DetectiononKITTI Cars Hard
AP Hard· uses extra data· 2022-11-14
16.77
best: 17.83 (CIE)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection arXiv:2211.07171
Object DetectiononKITTI Cars Moderate
AP Medium· uses extra data
18.69
best: 20.95 (CIE)
3D Object DetectiononKITTI Cars Moderate
AP Medium· uses extra data
18.69
best: 20.95 (CIE)