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Places

Benchmarks

Task NameDataset NameSOTA ResultTrend
Scene ClassificationPlaces 205 categories (test)
Top-1 Acc50.1
150
Image ClassificationPlaces-LT (test)
Accuracy (Medium)53.1
128
Out-of-Distribution DetectionPlaces
FPR959.59
110
Scene ClassificationPlaces-205 (val)
Top-1 Acc56.7
97
OOD detectionPlaces (OOD)
AUROC92.85
76
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
62
Long-tailed Image ClassificationPlaces-LT (test)
Accuracy52.4
61
Image ClassificationPlaces205
Top-1 Accuracy71.7
55
Image ClassificationPlaces (val)
Acc@144.6
55
Image ClassificationPlaces-365 (val)
Accuracy61.5
43
Image ClassificationPlaces 205-way (test)
Top-1 Accuracy62.7
38
Few-shot classificationPlaces
Accuracy84.41
36
Out-of-distribution image detectionPlaces365 (test)
FPR9528.2
26
Scene ClassificationPlaces365 (val)
Top-1 Accuracy60.14
25
ClassificationPlace365
Accuracy41.55
23
Image InpaintingPlaces2 challenge dataset (test)
PSNR31.335
21
Image InpaintingPlaces 30k crops of size 512x512 (test)
FID1.5
20
Image InpaintingPlaces2 512x512 (test)
LPIPS0.086
20
InpaintingPlaces wide masks 512 x 512
FID1.82
20
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