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Models/FCOS (ResNet-50-FPN + improvements)

FCOS (ResNet-50-FPN + improvements)

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· 2019-04-02
57.4
best: 82.1 (EVA)
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
3DonCOCO minival
AP75· 2019-04-02
41.4
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
3DonCOCO minival
APL· 2019-04-02
49.8
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
3DonCOCO minival
APM· 2019-04-02
42.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
3DonCOCO minival
APS· 2019-04-02
22.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
3DonCOCO minival
box AP· 2019-04-02
38.6
best: 66 (PE_spatial (DETA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D ClassificationonCOCO minival
AP50· 2019-04-02
57.4
best: 82.1 (EVA)
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D ClassificationonCOCO minival
AP75· 2019-04-02
41.4
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D ClassificationonCOCO minival
APL· 2019-04-02
49.8
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D ClassificationonCOCO minival
APM· 2019-04-02
42.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D ClassificationonCOCO minival
APS· 2019-04-02
22.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D ClassificationonCOCO minival
box AP· 2019-04-02
38.6
best: 66 (PE_spatial (DETA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D Object DetectiononCOCO minival
AP50· 2019-04-02
57.4
best: 82.1 (EVA)
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D Object DetectiononCOCO minival
AP75· 2019-04-02
41.4
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D Object DetectiononCOCO minival
APL· 2019-04-02
49.8
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D Object DetectiononCOCO minival
APM· 2019-04-02
42.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D Object DetectiononCOCO minival
APS· 2019-04-02
22.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
2D Object DetectiononCOCO minival
box AP· 2019-04-02
38.6
best: 66 (PE_spatial (DETA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
16konCOCO minival
AP50· 2019-04-02
57.4
best: 82.1 (EVA)
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
16konCOCO minival
AP75· 2019-04-02
41.4
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
16konCOCO minival
APL· 2019-04-02
49.8
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
16konCOCO minival
APM· 2019-04-02
42.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
16konCOCO minival
APS· 2019-04-02
22.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
16konCOCO minival
box AP· 2019-04-02
38.6
best: 66 (PE_spatial (DETA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355

Computer Vision6 results

Object DetectiononCOCO minival
AP50· 2019-04-02
57.4
best: 82.1 (EVA)
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
Object DetectiononCOCO minival
AP75· 2019-04-02
41.4
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
Object DetectiononCOCO minival
APL· 2019-04-02
49.8
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
Object DetectiononCOCO minival
APM· 2019-04-02
42.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
Object DetectiononCOCO minival
APS· 2019-04-02
22.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355
Object DetectiononCOCO minival
box AP· 2019-04-02
38.6
best: 66 (PE_spatial (DETA))
FCOS: Fully Convolutional One-Stage Object Detection arXiv:1904.01355