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Places

Benchmarks

Task NameDataset NameSOTA ResultTrend
Out-of-Distribution DetectionPlaces
FPR959.59
175
Scene ClassificationPlaces 205 categories (test)
Top-1 Acc50.1
150
Image ClassificationPlaces-LT (test)
Accuracy (Medium)53.1
128
OOD detectionPlaces (OOD)
AUROC97.31
100
Scene ClassificationPlaces-205 (val)
Top-1 Acc56.7
97
Few-shot classificationPlaces
Accuracy84.41
76
Long-tailed Image ClassificationPlaces-LT (test)
Accuracy52.4
74
Image ClassificationPlaces
Top-1 Accuracy48.6
72
Long-tailed recognitionPlaces-LT (test)
Accuracy (Overall)49.5
71
Long-tailed Image ClassificationPlaces-LT 1.0 (Backward-LT)
Top-1 Accuracy43
70
Long-tailed Image ClassificationPlaces Forward-LT 1.0
Top-1 Accuracy46.4
70
Image InpaintingPlaces2 (test)
PSNR30.85
68
Image ClassificationPlaces205 (val)
Top-1 Accuracy64.35
68
Image ClassificationPlaces365
Top-1 Accuracy61.2
67
Image ClassificationPlaces205
Top-1 Accuracy71.7
55
Image ClassificationPlaces (val)
Acc@144.6
55
Non-targeted Black-box AttackMIT Places365 (val)
SSIM99.8
48
Targeted Black-box Adversarial AttackPlaces365
Average L2 Norm9.497
48
Non-targeted Black-box Adversarial AttackPlaces365
Average L2 Norm2.385
48
Image ClassificationPlaces-365 (val)
Accuracy61.5
43
Image ClassificationPlaces 205-way (test)
Top-1 Accuracy62.7
38
Far OOD DetectionPlaces
AUROC97.1
32
5-way classificationPlaces (test)
Accuracy89.8
29
OOD DetectionPlaces365 OOD (test)
AUROC94.44
29
Scene RecognitionPlaces-365
Top-1 Acc60.7
28
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