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Models/DN-Deformable-DETR-R50++

DN-Deformable-DETR-R50++

Reported on 35 benchmarks across 5 tasks · 1 paper

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

Methodology28 results

3DonCOCO minival
AP50· 2022-03-02
67.6
best: 82.1 (EVA)
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
3DonCOCO minival
AP75· 2022-03-02
53.8
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
3DonCOCO minival
APL· 2022-03-02
65.4
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
3DonCOCO minival
APM· 2022-03-02
52.6
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
3DonCOCO minival
APS· 2022-03-02
31.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
3DonCOCO minival
Params (M)· 2022-03-02
47
best: 1900 (PE_spatial (DETA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
3DonCOCO minival
box AP· 2022-03-02
49.5
best: 66 (PE_spatial (DETA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D ClassificationonCOCO minival
AP50· 2022-03-02
67.6
best: 82.1 (EVA)
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D ClassificationonCOCO minival
AP75· 2022-03-02
53.8
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D ClassificationonCOCO minival
APL· 2022-03-02
65.4
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D ClassificationonCOCO minival
APM· 2022-03-02
52.6
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D ClassificationonCOCO minival
APS· 2022-03-02
31.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D ClassificationonCOCO minival
Params (M)· 2022-03-02
47
best: 1900 (PE_spatial (DETA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D ClassificationonCOCO minival
box AP· 2022-03-02
49.5
best: 66 (PE_spatial (DETA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D Object DetectiononCOCO minival
AP50· 2022-03-02
67.6
best: 82.1 (EVA)
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D Object DetectiononCOCO minival
AP75· 2022-03-02
53.8
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D Object DetectiononCOCO minival
APL· 2022-03-02
65.4
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D Object DetectiononCOCO minival
APM· 2022-03-02
52.6
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D Object DetectiononCOCO minival
APS· 2022-03-02
31.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D Object DetectiononCOCO minival
Params (M)· 2022-03-02
47
best: 1900 (PE_spatial (DETA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
2D Object DetectiononCOCO minival
box AP· 2022-03-02
49.5
best: 66 (PE_spatial (DETA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
16konCOCO minival
AP50· 2022-03-02
67.6
best: 82.1 (EVA)
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
16konCOCO minival
AP75· 2022-03-02
53.8
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
16konCOCO minival
APL· 2022-03-02
65.4
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
16konCOCO minival
APM· 2022-03-02
52.6
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
16konCOCO minival
APS· 2022-03-02
31.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
16konCOCO minival
Params (M)· 2022-03-02
47
best: 1900 (PE_spatial (DETA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
16konCOCO minival
box AP· 2022-03-02
49.5
best: 66 (PE_spatial (DETA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305

Computer Vision7 results

Object DetectiononCOCO minival
AP50· 2022-03-02
67.6
best: 82.1 (EVA)
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
Object DetectiononCOCO minival
AP75· 2022-03-02
53.8
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
Object DetectiononCOCO minival
APL· 2022-03-02
65.4
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
Object DetectiononCOCO minival
APM· 2022-03-02
52.6
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
Object DetectiononCOCO minival
APS· 2022-03-02
31.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
Object DetectiononCOCO minival
Params (M)· 2022-03-02
47
best: 1900 (PE_spatial (DETA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305
Object DetectiononCOCO minival
box AP· 2022-03-02
49.5
best: 66 (PE_spatial (DETA))
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising arXiv:2203.01305