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Models/NNCLR

NNCLR

Reported on 12 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Computer Vision12 results

Image ClassificationonDTD
Accuracy· uses extra data· 2021-04-29
75.5
best: 90 (Linear FT(ViT-L/14))
SOTA
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Image ClassificationonOxford-IIIT Pet Dataset
Accuracy· 2021-04-29
91.8
best: 99.6 (OmniVec2)
SOTA
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Image ClassificationonPASCAL VOC 2007
Accuracy· 2021-04-29
83
SOTA
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Image ClassificationonFood-101
Accuracy (%)· 2021-04-29
76.7
best: 92.9 (Bamboo (ViTB/16))
SOTA
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Image ClassificationonSUN397
Accuracy· 2021-04-29
62.5
best: 84.8 (µ2Net (ViT-L/16))
SOTA
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Fine-Grained Image ClassificationonSUN397
Accuracy· 2021-04-29
62.5
best: 84.8 (µ2Net (ViT-L/16))
SOTA
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Image ClassificationonStanford Cars
Accuracy· 2021-04-29
67.1
best: 96.868 (efficient adaptive ensembling)
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Image ClassificationonCIFAR-10
Percentage correct· 2021-04-29
93.7
best: 99.5 (ViT-H/14)
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Image ClassificationonFlowers-102
Accuracy· uses extra data· 2021-04-29
95.1
best: 99.76 (CCT-14/7x2)
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Image ClassificationonCIFAR-100
Percentage correct· uses extra data· 2021-04-29
79
best: 96.08 (EffNet-L2 (SAM))
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Image ClassificationonFGVC Aircraft
Accuracy· 2021-04-29
64.1
best: 95.4 (SR-GNN)
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Fine-Grained Image ClassificationonFGVC Aircraft
Accuracy· 2021-04-29
64.1
best: 95.4 (SR-GNN)
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548