Datasets:
Formats:
parquet
Size:
100K - 1M
Tags:
explainable-ai
computer-vision
vision-transformer
concept-based-explanations
imagenet
datasets
License:
| license: other | |
| pretty_name: Token-CX Artifacts | |
| tags: | |
| - explainable-ai | |
| - computer-vision | |
| - vision-transformer | |
| - concept-based-explanations | |
| - imagenet | |
| - datasets | |
| - tabular | |
| configs: | |
| - config_name: bank_samples | |
| data_files: | |
| - split: train | |
| path: manifests/bank_samples.parquet | |
| default: true | |
| - config_name: evaluation_samples | |
| data_files: | |
| - split: validation | |
| path: manifests/evaluation_samples.parquet | |
| - config_name: deit_exemplars | |
| data_files: | |
| - split: train | |
| path: banks/deit_b16_distilled/exemplars.parquet | |
| - config_name: deit_diagnostics | |
| data_files: | |
| - split: train | |
| path: banks/deit_b16_distilled/diagnostics.parquet | |
| - config_name: vit_exemplars | |
| data_files: | |
| - split: train | |
| path: banks/vit_b16/exemplars.parquet | |
| - config_name: vit_diagnostics | |
| data_files: | |
| - split: train | |
| path: banks/vit_b16/diagnostics.parquet | |
| # Token-CX Artifacts | |
| This dataset repository contains the numerical class-specific concept banks and | |
| reproducibility metadata used by **Token-CX: Token Concept-Based Explanations | |
| for Vision Transformers**. | |
| ## Contents | |
| - `banks/*/bases.safetensors`: fixed class-specific NMF bases for 1,000 | |
| ImageNet classes. | |
| - `banks/*/exemplars.parquet`: identifiers and patch locations of the | |
| top-activating training examples for each concept. | |
| - `banks/*/diagnostics.parquet`: per-class NMF diagnostics. | |
| - `manifests/*`: the exact training and evaluation manifests. | |
| - `artifact_manifest.json` and `checksums/sha256sums.txt`: provenance and file | |
| integrity metadata. | |
| The released banks use Transformer Block 9 and concept rank `K=4`. Each class | |
| bank was constructed from 100 ImageNet training images while retaining all 196 | |
| patch locations per image. ViT-B/16 and DeiT-B/16-Distilled use the same | |
| training and evaluation manifests. | |
| ## ImageNet notice | |
| This repository does **not** redistribute ImageNet images or image crops. | |
| Manifest and exemplar rows contain identifiers and relative paths only. Users | |
| must obtain ImageNet separately and comply with the ImageNet terms of access. | |
| ## Code | |
| The implementation is maintained at | |
| https://github.com/VuTrinhNguyenHoang/Token-CX. | |