NNCLR (ResNet-50)

Reported on 4 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Computer Vision4 results

Image ClassificationonImageNet - 1% labeled data
Top 5 Accuracy· 2021-04-29
80.7
best: 93.1 (Semi-ViT (ViT-Huge))
SOTA
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Semi-Supervised Image ClassificationonImageNet - 1% labeled data
Top 5 Accuracy· 2021-04-29
80.7
best: 93.1 (Semi-ViT (ViT-Huge))
SOTA
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Image ClassificationonImageNet - 10% labeled data
Top 5 Accuracy· 2021-04-29
89.3
best: 92.6 (SimMatch + EPASS (ResNet-50))
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548
Semi-Supervised Image ClassificationonImageNet - 10% labeled data
Top 5 Accuracy· 2021-04-29
89.3
best: 92.6 (SimMatch + EPASS (ResNet-50))
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations arXiv:2104.14548