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Models/DRAGON + Bal'Loss

DRAGON + Bal'Loss

Reported on 35 benchmarks across 5 tasks · 1 paper · 20 SOTA

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

Methodology21 results

Generalized Few-Shot ClassificationonCUB-LT
Per-Class Accuracy· 2020-04-05
60.1
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot ClassificationonAWA-LT
Per-Class Accuracy· 2020-04-05
76.2
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot ClassificationonSUN-LT
Per-Class Accuracy· 2020-04-05
36.1
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot ClassificationonImageNet-LT-d
Per-Class Accuracy· 2020-04-05
53.5
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Long-tail LearningonCUB-LT
Per-Class Accuracy· 2020-04-05
60.1
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Long-tail LearningonAWA-LT
Per-Class Accuracy· 2020-04-05
76.2
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Long-tail LearningonSUN-LT
Per-Class Accuracy· 2020-04-05
36.1
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Long-tail LearningonImageNet-LT-d
Per-Class Accuracy· 2020-04-05
53.5
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot LearningonCUB-LT
Per-Class Accuracy· 2020-04-05
60.1
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot LearningonAWA-LT
Per-Class Accuracy· 2020-04-05
76.2
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot LearningonSUN-LT
Per-Class Accuracy· 2020-04-05
36.1
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot LearningonImageNet-LT-d
Per-Class Accuracy· 2020-04-05
53.5
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot ClassificationonCUB-LT
Long-Tailed Accuracy· 2020-04-05
66.5
best: 67.7 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot ClassificationonAWA-LT
Long-Tailed Accuracy· 2020-04-05
92.2
best: 94.1 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot ClassificationonSUN-LT
Long-Tailed Accuracy· 2020-04-05
38.5
best: 40.4 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Long-tail LearningonCUB-LT
Long-Tailed Accuracy· 2020-04-05
66.5
best: 67.7 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Long-tail LearningonAWA-LT
Long-Tailed Accuracy· 2020-04-05
92.2
best: 94.1 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Long-tail LearningonSUN-LT
Long-Tailed Accuracy· 2020-04-05
38.5
best: 40.4 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot LearningonCUB-LT
Long-Tailed Accuracy· 2020-04-05
66.5
best: 67.7 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot LearningonAWA-LT
Long-Tailed Accuracy· 2020-04-05
92.2
best: 94.1 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Generalized Few-Shot LearningonSUN-LT
Long-Tailed Accuracy· 2020-04-05
38.5
best: 40.4 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235

Computer Vision14 results

Image ClassificationonCUB-LT
Per-Class Accuracy· 2020-04-05
60.1
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Image ClassificationonAWA-LT
Per-Class Accuracy· 2020-04-05
76.2
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Image ClassificationonSUN-LT
Per-Class Accuracy· 2020-04-05
36.1
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Image ClassificationonImageNet-LT-d
Per-Class Accuracy· 2020-04-05
53.5
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Few-Shot Image ClassificationonCUB-LT
Per-Class Accuracy· 2020-04-05
60.1
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Few-Shot Image ClassificationonAWA-LT
Per-Class Accuracy· 2020-04-05
76.2
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Few-Shot Image ClassificationonSUN-LT
Per-Class Accuracy· 2020-04-05
36.1
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Few-Shot Image ClassificationonImageNet-LT-d
Per-Class Accuracy· 2020-04-05
53.5
SOTA
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Image ClassificationonCUB-LT
Long-Tailed Accuracy· 2020-04-05
66.5
best: 67.7 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Image ClassificationonAWA-LT
Long-Tailed Accuracy· 2020-04-05
92.2
best: 94.1 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Image ClassificationonSUN-LT
Long-Tailed Accuracy· 2020-04-05
38.5
best: 40.4 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Few-Shot Image ClassificationonCUB-LT
Long-Tailed Accuracy· 2020-04-05
66.5
best: 67.7 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Few-Shot Image ClassificationonAWA-LT
Long-Tailed Accuracy· 2020-04-05
92.2
best: 94.1 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235
Few-Shot Image ClassificationonSUN-LT
Long-Tailed Accuracy· 2020-04-05
38.5
best: 40.4 (DRAGON)
From Generalized zero-shot learning to long-tail with class descriptors arXiv:2004.02235