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SUN

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationSUN397
Accuracy97.8
450
Image ClassificationSUN397
Accuracy98.4
425
Image ClassificationSUN397 (test)
Top-1 Accuracy95.94
231
Generalized Zero-Shot LearningSUN
H69.6
229
Zero-Shot LearningSUN
Top-1 Accuracy80.2
132
Image ClassificationSUN397
Accuracy (Base)85.57
131
Out-of-Distribution DetectionSUN
FPR@9515.81
104
Image ClassificationSUN397
Top-1 Accuracy80.3
86
Image ClassificationSUN
Harmonic Mean Top-1 Accuracy81.18
86
OOD detectionSUN (OOD)
AUROC95.33
81
Image ClassificationSUN
Accuracy77.6
65
Base-to-Novel GeneralizationSUN397
Base Score83.92
55
Zero-shot LearningSUN (unseen)
Top-1 Accuracy (%)70.9
50
Scene RecognitionSUN397
Accuracy83.4
49
Scene RecognitionSUN397 base-to-new
Base Accuracy83.7
39
Few-shot Image ClassificationSUN397
Accuracy72.5
36
Model SelectionSUN397
Weighted Kendall's Tau0.954
36
Scene RecognitionSUN 397 (test)
Top-1 Accuracy83.4
35
Far Out-of-Distribution DetectionSUN
FPR@953.76
32
Generalized Few-Shot LearningTwo-Level SUN distributions (test)
Harmonic Mean Acc_H48.2
32
Image-to-image retrievalSUN397
mAP50.1
30
Image ClassificationSUN GZSL
Harmonic Mean61.2
29
TOS classificationSUN
Leaf Accuracy76.54
29
Super-ResolutionSun80
PSNR30.15
29
Image ClassificationSUN397
Accuracy84.86
28
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