Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/GCD (ViT-B-16)

GCD (ViT-B-16)

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 ClassificationonImageNet-100 (TEMI Split)
Seen accuracy (50% Labeled)· 2022-01-07
89.8
best: 92.4 (SimGCD (ViT-B-16))
SOTA
Generalized Category Discovery arXiv:2201.02609
Image ClassificationonCIFAR-10
All accuracy (50% Labeled)· 2022-01-07
91.5
best: 97 (SimGCD (ViT-B-16))
SOTA
Generalized Category Discovery arXiv:2201.02609
Image ClassificationonCIFAR-10
Seen accuracy (50% Labeled)· 2022-01-07
97.9
SOTA
Generalized Category Discovery arXiv:2201.02609
Semi-Supervised Image ClassificationonImageNet-100 (TEMI Split)
Seen accuracy (50% Labeled)· 2022-01-07
89.8
best: 92.4 (SimGCD (ViT-B-16))
SOTA
Generalized Category Discovery arXiv:2201.02609
Semi-Supervised Image ClassificationonCIFAR-10
All accuracy (50% Labeled)· 2022-01-07
91.5
best: 97 (SimGCD (ViT-B-16))
SOTA
Generalized Category Discovery arXiv:2201.02609
Semi-Supervised Image ClassificationonCIFAR-10
Seen accuracy (50% Labeled)· 2022-01-07
97.9
SOTA
Generalized Category Discovery arXiv:2201.02609
Image ClassificationonImageNet-100 (TEMI Split)
All accuracy (50% Labeled)· 2022-01-07
74.1
best: 83.6 (SimGCD (ViT-B-16))
Generalized Category Discovery arXiv:2201.02609
Image ClassificationonImageNet-100 (TEMI Split)
Novel accuracy (50% Labeled)· 2022-01-07
66.3
best: 79.1 (SimGCD (ViT-B-16))
Generalized Category Discovery arXiv:2201.02609
Image ClassificationonCIFAR-10
Novel accuracy (50% Labeled)· 2022-01-07
88.2
best: 98.5 (SimGCD (ViT-B-16))
Generalized Category Discovery arXiv:2201.02609
Semi-Supervised Image ClassificationonImageNet-100 (TEMI Split)
All accuracy (50% Labeled)· 2022-01-07
74.1
best: 83.6 (SimGCD (ViT-B-16))
Generalized Category Discovery arXiv:2201.02609
Semi-Supervised Image ClassificationonImageNet-100 (TEMI Split)
Novel accuracy (50% Labeled)· 2022-01-07
66.3
best: 79.1 (SimGCD (ViT-B-16))
Generalized Category Discovery arXiv:2201.02609
Semi-Supervised Image ClassificationonCIFAR-10
Novel accuracy (50% Labeled)· 2022-01-07
88.2
best: 98.5 (SimGCD (ViT-B-16))
Generalized Category Discovery arXiv:2201.02609