| | --- |
| | configs: |
| | - config_name: dtd |
| | data_files: |
| | - split: train |
| | path: dtd/train-*.parquet |
| | - split: test |
| | path: dtd/test-*.parquet |
| | - config_name: sun397 |
| | data_files: |
| | - split: train |
| | path: sun397/train-*.parquet |
| | - split: test |
| | path: sun397/test-*.parquet |
| | - config_name: cifar10 |
| | data_files: |
| | - split: train |
| | path: cifar10/train-*.parquet |
| | - split: test |
| | path: cifar10/test-*.parquet |
| | - config_name: svhn |
| | data_files: |
| | - split: train |
| | path: svhn/train-*.parquet |
| | - split: test |
| | path: svhn/test-*.parquet |
| | - config_name: smallnorb_label_azimuth |
| | data_files: |
| | - split: train |
| | path: smallnorb_label_azimuth/train-*.parquet |
| | - split: test |
| | path: smallnorb_label_azimuth/test-*.parquet |
| | - config_name: pets |
| | data_files: |
| | - split: train |
| | path: pets/train-*.parquet |
| | - split: test |
| | path: pets/test-*.parquet |
| | - config_name: eurosat |
| | data_files: |
| | - split: train |
| | path: eurosat/train-*.parquet |
| | - split: test |
| | path: eurosat/test-*.parquet |
| | - config_name: dsprites_label_y_position |
| | data_files: |
| | - split: train |
| | path: dsprites_label_y_position/train-*.parquet |
| | - split: test |
| | path: dsprites_label_y_position/test-*.parquet |
| | - config_name: dsprites_label_orientation |
| | data_files: |
| | - split: train |
| | path: dsprites_label_orientation/train-*.parquet |
| | - split: test |
| | path: dsprites_label_orientation/test-*.parquet |
| | - config_name: clevr_count_all |
| | data_files: |
| | - split: train |
| | path: clevr_count_all/train-*.parquet |
| | - split: test |
| | path: clevr_count_all/test-*.parquet |
| | - config_name: cifar100 |
| | data_files: |
| | - split: train |
| | path: cifar100/train-*.parquet |
| | - split: test |
| | path: cifar100/test-*.parquet |
| | - config_name: caltech101 |
| | data_files: |
| | - split: train |
| | path: caltech101/train-*.parquet |
| | - split: test |
| | path: caltech101/test-*.parquet |
| | - config_name: clevr_closest_object_distance |
| | data_files: |
| | - split: train |
| | path: clevr_closest_object_distance/train-*.parquet |
| | - split: test |
| | path: clevr_closest_object_distance/test-*.parquet |
| | - config_name: dmlab |
| | data_files: |
| | - split: train |
| | path: dmlab/train-*.parquet |
| | - split: test |
| | path: dmlab/test-*.parquet |
| | - config_name: dsprites_label_x_position |
| | data_files: |
| | - split: train |
| | path: dsprites_label_x_position/train-*.parquet |
| | - split: test |
| | path: dsprites_label_x_position/test-*.parquet |
| | - config_name: pcam |
| | data_files: |
| | - split: train |
| | path: pcam/train-*.parquet |
| | - split: test |
| | path: pcam/test-*.parquet |
| | - config_name: resisc45 |
| | data_files: |
| | - split: train |
| | path: resisc45/train-*.parquet |
| | - split: test |
| | path: resisc45/test-*.parquet |
| | - config_name: smallnorb_label_elevation |
| | data_files: |
| | - split: train |
| | path: smallnorb_label_elevation/train-*.parquet |
| | - split: test |
| | path: smallnorb_label_elevation/test-*.parquet |
| | - config_name: diabetic_retinopathy |
| | data_files: |
| | - split: train |
| | path: diabetic_retinopathy/train-*.parquet |
| | - split: test |
| | path: diabetic_retinopathy/test-*.parquet |
| | - config_name: flowers |
| | data_files: |
| | - split: train |
| | path: flowers/train-*.parquet |
| | - split: test |
| | path: flowers/test-*.parquet |
| | - config_name: kitti_distance |
| | data_files: |
| | - split: train |
| | path: kitti_distance/train-*.parquet |
| | - split: test |
| | path: kitti_distance/test-*.parquet |
| | --- |
| | |
| | # Mini-VTAB |
| |
|
| | A collection of VTAB (Visual Task Adaptation Benchmark) datasets. We sampled 1K training samples and 1K testing samples for each task. |
| |
|
| | ## Tasks |
| | ```python |
| | datasets = [ |
| | "caltech101", |
| | "cifar10", |
| | "cifar100", |
| | "dtd", |
| | "flowers", |
| | "pets", |
| | "sun397", |
| | "svhn", |
| | |
| | "pcam", |
| | "eurosat", |
| | "resisc45", |
| | "diabetic_retinopathy", |
| | |
| | "clevr_count_all", |
| | "clevr_closest_object_distance", |
| | "dmlab", |
| | "dsprites_label_x_position", |
| | "dsprites_label_y_position", |
| | "dsprites_label_orientation", |
| | "kitti_distance", |
| | "smallnorb_label_azimuth", |
| | "smallnorb_label_elevation", |
| | ] |
| | ``` |
| |
|
| | ## Usage |
| | ```python |
| | from datasets import load_dataset |
| | |
| | # Load a specific task |
| | ds = load_dataset("antofuller/mini-vtab", "cifar10") |
| | |
| | # Access splits |
| | train_ds = ds["train"] |
| | test_ds = ds["test"] |
| | |
| | # Or load a specific split directly |
| | train_ds = load_dataset("antofuller/mini-VTAB", "cifar10", split="train") |
| | ``` |
| |
|