metadata

license: mit

FACETS Datasets

Datasets described in the paper:

Toward a Realistic Benchmark for Out-of-Distribution - Pietro Recalcati, Fabio Garcea, Luca Piano, Fabrizio Lamberti, Lia Morra

Baseline

	ID classes	OOD classes	ID samples	OOD samples
Places365-Standard (val)	365	0	18,250	0
SVHN (train)	0	1	0	16,701
SVHN (test)	0	1	0	1,549
Total	365	2	18,250	18,250

	ID classes	OOD classes	ID samples	OOD samples
Places365-Standard (val)	365	0	18,250	0
ImageNet (train)	0	968	0	18,108
Total	365	968	18,250	18,108

WordNet ImageNet T40 (val/test)	ID classes	OOD classes	ID samples	OOD samples
Places365-Standard (val)	365	0	18,250	0
ImageNet (train)	56	944	2,800	21,332
Total	421	944	21,050	21,332
WordNet ImageNet T45 (val/test)	ID classes	OOD classes	ID samples	OOD samples
Places365-Standard (val)	365	0	18,250	0
ImageNet (train)	90	910	4,500	22,750
Total	455	910	22,750	22,750
WordNet ImageNet T50 (val/test)	ID classes	OOD classes	ID samples	OOD samples
Places365-Standard (val)	365	0	18,250	0
ImageNet (train)	140	860	7,000	25,560
Total	505	860	25,250	25,560

FACETS OOD Detection T1	ID classes	OOD classes	ID samples	OOD samples
Places365-Standard (val)	365	0	18,250	0
SUN397	319	78	46,851	7,530
ImageNet (train)	0	644	0	50,232
Total	1,040	1,366	74,001	73,862
FACETS OOD Detection T2	ID classes	OOD classes	ID samples	OOD samples
Places365-Standard (val)	365	0	18,250	0
SUN397	351	46	49,827	4,554
ImageNet (train)	0	644	0	56,606
Total	1,072	1,334	76,977	77,260