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Models/PaCo + SAM

PaCo + SAM

Reported on 10 benchmarks across 5 tasks · 1 paper · 5 SOTA

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

Methodology6 results

Generalized Few-Shot ClassificationonCIFAR-100-LT (ρ=200)
Error Rate· 2022-12-28
52
SOTA
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data arXiv:2212.13827
Long-tail LearningonCIFAR-100-LT (ρ=200)
Error Rate· 2022-12-28
52
SOTA
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data arXiv:2212.13827
Generalized Few-Shot LearningonCIFAR-100-LT (ρ=200)
Error Rate· 2022-12-28
52
SOTA
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data arXiv:2212.13827
Generalized Few-Shot ClassificationonCIFAR-100-LT (ρ=100)
Error Rate· 2022-12-28
47
best: 10.9 (LPT)
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data arXiv:2212.13827
Long-tail LearningonCIFAR-100-LT (ρ=100)
Error Rate· 2022-12-28
47
best: 10.9 (LPT)
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data arXiv:2212.13827
Generalized Few-Shot LearningonCIFAR-100-LT (ρ=100)
Error Rate· 2022-12-28
47
best: 10.9 (LPT)
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data arXiv:2212.13827

Computer Vision4 results

Image ClassificationonCIFAR-100-LT (ρ=200)
Error Rate· 2022-12-28
52
SOTA
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data arXiv:2212.13827
Few-Shot Image ClassificationonCIFAR-100-LT (ρ=200)
Error Rate· 2022-12-28
52
SOTA
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data arXiv:2212.13827
Image ClassificationonCIFAR-100-LT (ρ=100)
Error Rate· 2022-12-28
47
best: 10.9 (LPT)
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data arXiv:2212.13827
Few-Shot Image ClassificationonCIFAR-100-LT (ρ=100)
Error Rate· 2022-12-28
47
best: 10.9 (LPT)
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data arXiv:2212.13827