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license: mit |
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# FACETS Datasets |
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Datasets described in the paper: |
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> Toward a Realistic Benchmark for Out-of-Distribution - Pietro Recalcati, Fabio Garcea, Luca Piano, Fabrizio Lamberti, Lia Morra |
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## Baseline |
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| | ID classes | OOD classes | ID samples | OOD samples | |
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|--------------------------|------------|-------------|------------|-------------| |
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| **Places365-Standard (val)** | 365 | 0 | 18,250 | 0 | |
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| **SVHN (train)** | 0 | 1 | 0 | 16,701 | |
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| **SVHN (test)** | 0 | 1 | 0 | 1,549 | |
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| **Total** | **365** | **2** | **18,250** | **18,250** | |
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## Inter-Dataset |
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| | ID classes | OOD classes | ID samples | OOD samples | |
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|--------------------------|--------------|--------------|-----------------|-----------------| |
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| Places365-Standard (val) | 365 | 0 | 18,250 | 0 | |
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| ImageNet (train) | 0 | 968 | 0 | 18,108 | |
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| **Total** | **365** | **968** | **18,250** | **18,108** | |
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## WordNet ImageNet |
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| WordNet ImageNet T40 (val/test) | ID classes | OOD classes | ID samples | OOD samples | |
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|------------------------------------|--------------|--------------|-----------------|-----------------| |
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| Places365-Standard (val) | 365 | 0 | 18,250 | 0 | |
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| ImageNet (train) | 56 | 944 | 2,800 | 21,332 | |
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| **Total** | **421** | **944** | **21,050** | **21,332** | |
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| **WordNet ImageNet T45 (val/test)** | ID classes | OOD classes | ID samples | OOD samples | |
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| Places365-Standard (val) | 365 | 0 | 18,250 | 0 | |
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| ImageNet (train) | 90 | 910 | 4,500 | 22,750 | |
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| **Total** | **455** | **910** | **22,750** | **22,750** | |
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| **WordNet ImageNet T50 (val/test)** | ID classes | OOD classes | ID samples | OOD samples | |
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| Places365-Standard (val) | 365 | 0 | 18,250 | 0 | |
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| ImageNet (train) | 140 | 860 | 7,000 | 25,560 | |
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| **Total** | **505** | **860** | **25,250** | **25,560** | |
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## FACETS OOD Detection |
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| **FACETS OOD Detection T1** | ID classes | OOD classes | ID samples | OOD samples | |
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|-----------------------------|----------------|----------------|-----------------|-----------------| |
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| Places365-Standard (val) | 365 | 0 | 18,250 | 0 | |
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| SUN397 | 319 | 78 | 46,851 | 7,530 | |
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| ImageNet (train) | 0 | 644 | 0 | 50,232 | |
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| **Total** | **1,040** | **1,366** | **74,001** | **73,862** | |
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| **FACETS OOD Detection T2** | ID classes | OOD classes | ID samples | OOD samples | |
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| Places365-Standard (val) | 365 | 0 | 18,250 | 0 | |
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| SUN397 | 351 | 46 | 49,827 | 4,554 | |
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| ImageNet (train) | 0 | 644 | 0 | 56,606 | |
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| **Total** | **1,072** | **1,334** | **76,977** | **77,260** | |
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