GrainsPolito/FACETS_Datasets
收藏Hugging Face2023-08-23 更新2024-03-04 收录
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https://hf-mirror.com/datasets/GrainsPolito/FACETS_Datasets
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---
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** |
## Inter-Dataset
| | 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
| 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
| **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** |
提供机构：
GrainsPolito
原始信息汇总
FACETS 数据集
基准数据集
| 数据集 | ID 类别数 | OOD 类别数 | ID 样本数 | OOD 样本数 |
|---|---|---|---|---|
| Places365-Standard (val) | 365 | 0 | 18,250 | 0 |
| SVHN (train) | 0 | 1 | 0 | 16,701 |
| SVHN (test) | 0 | 1 | 0 | 1,549 |
| 总计 | 365 | 2 | 18,250 | 18,250 |
跨数据集
| 数据集 | ID 类别数 | OOD 类别数 | ID 样本数 | OOD 样本数 |
|---|---|---|---|---|
| Places365-Standard (val) | 365 | 0 | 18,250 | 0 |
| ImageNet (train) | 0 | 968 | 0 | 18,108 |
| 总计 | 365 | 968 | 18,250 | 18,108 |
WordNet ImageNet
| WordNet ImageNet T40 (val/test) | ID 类别数 | OOD 类别数 | ID 样本数 | OOD 样本数 |
|---|---|---|---|---|
| Places365-Standard (val) | 365 | 0 | 18,250 | 0 |
| ImageNet (train) | 56 | 944 | 2,800 | 21,332 |
| 总计 | 421 | 944 | 21,050 | 21,332 |
| WordNet ImageNet T45 (val/test) | ID 类别数 | OOD 类别数 | ID 样本数 | OOD 样本数 |
| Places365-Standard (val) | 365 | 0 | 18,250 | 0 |
| ImageNet (train) | 90 | 910 | 4,500 | 22,750 |
| 总计 | 455 | 910 | 22,750 | 22,750 |
| WordNet ImageNet T50 (val/test) | ID 类别数 | OOD 类别数 | ID 样本数 | OOD 样本数 |
| Places365-Standard (val) | 365 | 0 | 18,250 | 0 |
| ImageNet (train) | 140 | 860 | 7,000 | 25,560 |
| 总计 | 505 | 860 | 25,250 | 25,560 |
FACETS OOD 检测
| FACETS OOD Detection T1 | ID 类别数 | OOD 类别数 | ID 样本数 | OOD 样本数 |
|---|---|---|---|---|
| Places365-Standard (val) | 365 | 0 | 18,250 | 0 |
| SUN397 | 319 | 78 | 46,851 | 7,530 |
| ImageNet (train) | 0 | 644 | 0 | 50,232 |
| 总计 | 1,040 | 1,366 | 74,001 | 73,862 |
| FACETS OOD Detection T2 | ID 类别数 | OOD 类别数 | ID 样本数 | OOD 样本数 |
| Places365-Standard (val) | 365 | 0 | 18,250 | 0 |
| SUN397 | 351 | 46 | 49,827 | 4,554 |
| ImageNet (train) | 0 | 644 | 0 | 56,606 |
| 总计 | 1,072 | 1,334 | 76,977 | 77,260 |
