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SUN

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationSUN397
Accuracy98.4
425
Image ClassificationSUN397
Accuracy97.8
246
Generalized Zero-Shot LearningSUN
H69.6
184
Image ClassificationSUN397 (test)
Top-1 Accuracy95.94
136
Image ClassificationSUN397
Accuracy (Base)85.57
131
Zero-Shot LearningSUN
Top-1 Accuracy80.2
114
Image ClassificationSUN
Harmonic Mean Top-1 Accuracy81.18
86
OOD detectionSUN (OOD)
AUROC95.33
72
Out-of-Distribution DetectionSUN
FPR@9515.81
71
Zero-shot LearningSUN (unseen)
Top-1 Accuracy (%)70.9
50
Model SelectionSUN397
Weighted Kendall's Tau0.954
36
Scene RecognitionSUN397
Accuracy83.4
34
Generalized Few-Shot LearningTwo-Level SUN distributions (test)
Harmonic Mean Acc_H48.2
32
Scene RecognitionSUN 397 (test)
Top-1 Accuracy83.4
29
Super-ResolutionSun80
PSNR30.15
29
Base-to-Novel GeneralizationSUN397
Base Score83.92
27
Image ClassificationSUN
Accuracy74.7
27
Image ClassificationSUN397
Accuracy70.2
26
Generalized Zero-Shot Learning Concept PredictionSUN
MSE_U1.09
24
Few-Shot LearningSUN
Accuracy76
24
Generalized few-shot learningSUN
Accuracy46.7
24
Out-of-Distribution DetectionSUN (test)
FPR@9540.63
24
Continual Generalized Zero-Shot LearningSUN
mSA50.56
23
Zero-Shot Image ClassificationSUN unseen (test)
Top-1 Acc61.9
22
Super-ResolutionSun80 (test)
PSNR30.2
21
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