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Models/RetinaNet (ViL-Base)

RetinaNet (ViL-Base)

Reported on 30 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.

Methodology24 results

3DonCOCO minival
AP50· 2021-03-29
65.5
best: 82.1 (EVA)
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
3DonCOCO minival
AP75· 2021-03-29
47.1
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
3DonCOCO minival
APL· 2021-03-29
58.3
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
3DonCOCO minival
APM· 2021-03-29
47.9
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
3DonCOCO minival
APS· 2021-03-29
28.9
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
3DonCOCO minival
box AP· 2021-03-29
44.3
best: 66 (PE_spatial (DETA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D ClassificationonCOCO minival
AP50· 2021-03-29
65.5
best: 82.1 (EVA)
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D ClassificationonCOCO minival
AP75· 2021-03-29
47.1
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D ClassificationonCOCO minival
APL· 2021-03-29
58.3
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D ClassificationonCOCO minival
APM· 2021-03-29
47.9
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D ClassificationonCOCO minival
APS· 2021-03-29
28.9
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D ClassificationonCOCO minival
box AP· 2021-03-29
44.3
best: 66 (PE_spatial (DETA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D Object DetectiononCOCO minival
AP50· 2021-03-29
65.5
best: 82.1 (EVA)
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D Object DetectiononCOCO minival
AP75· 2021-03-29
47.1
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D Object DetectiononCOCO minival
APL· 2021-03-29
58.3
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D Object DetectiononCOCO minival
APM· 2021-03-29
47.9
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D Object DetectiononCOCO minival
APS· 2021-03-29
28.9
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
2D Object DetectiononCOCO minival
box AP· 2021-03-29
44.3
best: 66 (PE_spatial (DETA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
16konCOCO minival
AP50· 2021-03-29
65.5
best: 82.1 (EVA)
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
16konCOCO minival
AP75· 2021-03-29
47.1
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
16konCOCO minival
APL· 2021-03-29
58.3
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
16konCOCO minival
APM· 2021-03-29
47.9
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
16konCOCO minival
APS· 2021-03-29
28.9
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
16konCOCO minival
box AP· 2021-03-29
44.3
best: 66 (PE_spatial (DETA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358

Computer Vision6 results

Object DetectiononCOCO minival
AP50· 2021-03-29
65.5
best: 82.1 (EVA)
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
Object DetectiononCOCO minival
AP75· 2021-03-29
47.1
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
Object DetectiononCOCO minival
APL· 2021-03-29
58.3
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
Object DetectiononCOCO minival
APM· 2021-03-29
47.9
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
Object DetectiononCOCO minival
APS· 2021-03-29
28.9
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358
Object DetectiononCOCO minival
box AP· 2021-03-29
44.3
best: 66 (PE_spatial (DETA))
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding arXiv:2103.15358