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Models/REGO-Deformable DETR-X101

REGO-Deformable DETR-X101

Reported on 35 benchmarks across 5 tasks · 1 paper · 5 SOTA

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

Methodology28 results

3DonCOCO (Common Objects in Context)
GFlops· 2021-12-09
434
SOTA
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D ClassificationonCOCO (Common Objects in Context)
GFlops· 2021-12-09
434
SOTA
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D Object DetectiononCOCO (Common Objects in Context)
GFlops· 2021-12-09
434
SOTA
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
16konCOCO (Common Objects in Context)
GFlops· 2021-12-09
434
SOTA
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
3DonCOCO minival
AP50· 2021-12-09
67.5
best: 82.1 (EVA)
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
3DonCOCO minival
AP75· 2021-12-09
53.1
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
3DonCOCO minival
APL· 2021-12-09
65
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
3DonCOCO minival
APM· 2021-12-09
52.6
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
3DonCOCO minival
APS· 2021-12-09
30
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
3DonCOCO minival
box AP· 2021-12-09
49.1
best: 66 (PE_spatial (DETA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D ClassificationonCOCO minival
AP50· 2021-12-09
67.5
best: 82.1 (EVA)
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D ClassificationonCOCO minival
AP75· 2021-12-09
53.1
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D ClassificationonCOCO minival
APL· 2021-12-09
65
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D ClassificationonCOCO minival
APM· 2021-12-09
52.6
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D ClassificationonCOCO minival
APS· 2021-12-09
30
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D ClassificationonCOCO minival
box AP· 2021-12-09
49.1
best: 66 (PE_spatial (DETA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D Object DetectiononCOCO minival
AP50· 2021-12-09
67.5
best: 82.1 (EVA)
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D Object DetectiononCOCO minival
AP75· 2021-12-09
53.1
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D Object DetectiononCOCO minival
APL· 2021-12-09
65
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D Object DetectiononCOCO minival
APM· 2021-12-09
52.6
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D Object DetectiononCOCO minival
APS· 2021-12-09
30
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
2D Object DetectiononCOCO minival
box AP· 2021-12-09
49.1
best: 66 (PE_spatial (DETA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
16konCOCO minival
AP50· 2021-12-09
67.5
best: 82.1 (EVA)
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
16konCOCO minival
AP75· 2021-12-09
53.1
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
16konCOCO minival
APL· 2021-12-09
65
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
16konCOCO minival
APM· 2021-12-09
52.6
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
16konCOCO minival
APS· 2021-12-09
30
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
16konCOCO minival
box AP· 2021-12-09
49.1
best: 66 (PE_spatial (DETA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632

Computer Vision7 results

Object DetectiononCOCO (Common Objects in Context)
GFlops· 2021-12-09
434
SOTA
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
Object DetectiononCOCO minival
AP50· 2021-12-09
67.5
best: 82.1 (EVA)
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
Object DetectiononCOCO minival
AP75· 2021-12-09
53.1
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
Object DetectiononCOCO minival
APL· 2021-12-09
65
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
Object DetectiononCOCO minival
APM· 2021-12-09
52.6
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
Object DetectiononCOCO minival
APS· 2021-12-09
30
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632
Object DetectiononCOCO minival
box AP· 2021-12-09
49.1
best: 66 (PE_spatial (DETA))
Recurrent Glimpse-based Decoder for Detection with Transformer arXiv:2112.04632