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CUB

Benchmarks

Task NameDataset NameSOTA ResultTrend
Fine-grained Image ClassificationCUB200 2011 (test)
Accuracy93.1
585
Image ClassificationCUB 200 2011
Accuracy97.1
381
Image ClassificationCUB
Accuracy94.4
351
Fine-grained Image ClassificationCUB-200 2011
Accuracy92.6
317
Image ClassificationCUB-200-2011 (test)
Top-1 Acc91.9
316
Generalized Zero-Shot LearningCUB
H Score344
307
Image RetrievalCUB-200 2011 (test)
Recall@187.2
251
Generalized Category DiscoveryCUB
Accuracy (All)90.7
186
Zero-Shot LearningCUB
Top-1 Accuracy90.1
183
Image RetrievalCUB 200 2011
Recall@189.1
163
Few-shot classificationCUB (test)
Accuracy97.4
145
Image ClassificationCUB-200
Accuracy91.1
126
Hierarchical Image ClassificationCUB-200-2011
Accuracy (ACC)99
120
Image ClassificationCUB
Harmonic Mean Top-1 Acc81.6
106
Few-shot classificationCUB
Accuracy93.18
104
Out-of-Distribution DetectionCUB
AUC98.5
102
ClusteringCUB V=2, K=10 (test)
Accuracy (ACC)82.35
100
ClassificationCUB
Accuracy91.9
100
5-way few-shot classificationCUB
Accuracy93.5
99
Category DiscoveryCUB-200 2011
Overall Score76.02
87
Image RetrievalCUB
Recall@190.1
87
Few-Shot Class-Incremental LearningCUB-200
Session 1 Accuracy88.92
85
Generalized Category DiscoveryCUB-200 (test)
Overall Accuracy79.3
81
Weakly-Supervised Object LocalizationCUB (test)
Top-1 Loc Acc80.1
80
ClassificationCUB (test)
Accuracy94.11
79
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