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Models/SynCo (ResNet-50) 200ep

SynCo (ResNet-50) 200ep

Reported on 13 benchmarks across 8 tasks · 1 paper · 12 SOTA

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

Methodology8 results

3DonPASCAL VOC 2012 test
Bounding Box AP· 2024-10-03
57.2
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401
3DonCOCO val2017
Bounding Box AP· 2024-10-03
40.4
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401
2D ClassificationonPASCAL VOC 2012 test
Bounding Box AP· 2024-10-03
57.2
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401
2D ClassificationonCOCO val2017
Bounding Box AP· 2024-10-03
40.4
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401
2D Object DetectiononPASCAL VOC 2012 test
Bounding Box AP· 2024-10-03
57.2
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401
2D Object DetectiononCOCO val2017
Bounding Box AP· 2024-10-03
40.4
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401
16konPASCAL VOC 2012 test
Bounding Box AP· 2024-10-03
57.2
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401
16konCOCO val2017
Bounding Box AP· 2024-10-03
40.4
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401

Computer Vision4 results

Object DetectiononPASCAL VOC 2012 test
Bounding Box AP· 2024-10-03
57.2
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401
Object DetectiononCOCO val2017
Bounding Box AP· 2024-10-03
40.4
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401
Image SegmentationonCOCO val2017
mask AP· 2024-10-03
35.4
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401
Image ClassificationonImageNet
Top 5 Accuracy· 2024-10-03
88
best: 99.02 (Florence-CoSwin-H)
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401

Audio1 result

2D Semantic SegmentationonCOCO val2017
mask AP· 2024-10-03
35.4
SOTA
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations arXiv:2410.02401