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Models/ORCA (ResNet-50)

ORCA (ResNet-50)

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

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

Computer Vision12 results

Image ClassificationonImageNet-100 (TEMI Split)
All accuracy (10% Labeled)· 2021-02-06
69.7
best: 75.4 (TRSSL (ResNet-50))
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Image ClassificationonImageNet-100 (TEMI Split)
All accuracy (50% Labeled)· 2021-02-06
77.8
best: 83.6 (SimGCD (ViT-B-16))
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Image ClassificationonImageNet-100 (TEMI Split)
Novel accuracy (10% Labeled)· 2021-02-06
60.5
best: 67.8 (TRSSL (ResNet-50))
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Image ClassificationonImageNet-100 (TEMI Split)
Novel accuracy (50% Labeled)· 2021-02-06
72.1
best: 79.1 (SimGCD (ViT-B-16))
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Image ClassificationonImageNet-100 (TEMI Split)
Seen accuracy (10% Labeled)· 2021-02-06
83.9
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Image ClassificationonImageNet-100 (TEMI Split)
Seen accuracy (50% Labeled)· 2021-02-06
89.1
best: 92.4 (SimGCD (ViT-B-16))
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Semi-Supervised Image ClassificationonImageNet-100 (TEMI Split)
All accuracy (10% Labeled)· 2021-02-06
69.7
best: 75.4 (TRSSL (ResNet-50))
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Semi-Supervised Image ClassificationonImageNet-100 (TEMI Split)
All accuracy (50% Labeled)· 2021-02-06
77.8
best: 83.6 (SimGCD (ViT-B-16))
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Semi-Supervised Image ClassificationonImageNet-100 (TEMI Split)
Novel accuracy (10% Labeled)· 2021-02-06
60.5
best: 67.8 (TRSSL (ResNet-50))
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Semi-Supervised Image ClassificationonImageNet-100 (TEMI Split)
Novel accuracy (50% Labeled)· 2021-02-06
72.1
best: 79.1 (SimGCD (ViT-B-16))
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Semi-Supervised Image ClassificationonImageNet-100 (TEMI Split)
Seen accuracy (10% Labeled)· 2021-02-06
83.9
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526
Semi-Supervised Image ClassificationonImageNet-100 (TEMI Split)
Seen accuracy (50% Labeled)· 2021-02-06
89.1
best: 92.4 (SimGCD (ViT-B-16))
SOTA
Open-World Semi-Supervised Learning arXiv:2102.03526