| --- |
| language: |
| - en |
| license: other |
| size_categories: |
| - 1K<n<10K |
| task_categories: |
| - image-to-text |
| pretty_name: ClickContrast |
| license_name: upstream-source-terms |
| license_link: https://huggingface.co/datasets/mlfoundations/Click-100k |
| tags: |
| - gui-grounding |
| - computer-use |
| - contrastive-learning |
| configs: |
| - config_name: default |
| data_files: |
| - split: all_pairs |
| path: data/all_pairs.jsonl |
| - split: all_replay |
| path: data/all_replay.jsonl |
| --- |
| |
| # ClickContrast |
|
|
| ClickContrast contains **4,292 target–distractor pairs and 4,292 coverage examples** from [Click-100k](https://huggingface.co/datasets/mlfoundations/Click-100k), with 6,690 distinct screenshots. |
| It is the training dataset for [SelectGround-8B](https://huggingface.co/ruotian/SelectGround-8B). |
|
|
| | File | Rows | Supervision | |
| |---|---:|---| |
| | all_pairs | 4,292 | Target coordinate, target region, distractor region, candidate regions | |
| | all_replay | 4,292 | Target coordinate | |
|
|
| Training uses `all_pairs` and `all_replay` with a 1:1 pair-to-coverage sampling cycle. |
|
|
| Pairs retain teacher-supported targets together with a model prediction on another parsed element outside a centered 2x target neighborhood. |
| A focused subset covers teacher-checked small controls and icons. |
| Coverage examples span 86 Click100k source categories. |
|
|
| ## Format |
|
|
| Download the entire repository to retain the relative screenshot paths: |
|
|
| ~~~bash |
| hf download ruotian/ClickContrast --repo-type dataset --revision paper --local-dir data/clickcontrast |
| ~~~ |
|
|
| Each row contains: |
|
|
| - **id**: stable example identifier. |
| - **image**: screenshot path relative to this repository. |
| - **image_width**, **image_height**, **image_sha256**: original dimensions and file checksum. |
| - **instruction**: original grounding instruction. |
| - **response**: target center as [x,y], with integer coordinates normalized to 0–1000. |
| - **source**: upstream dataset, split, and row index. |
| |
| Paired rows additionally contain **target_bbox**, **distractor_bbox**, and **candidate_bboxes**, all in original-image pixels with [left,top,right,bottom] order. |
| The JSONL order is part of the frozen training recipe. The manifest records file hashes and counts. |
|
|
| ## Training |
|
|
| Use the SFT-plus-selection-loss recipe in the [SelectGround code repository](https://github.com/zhangruotian/SelectGround). |
| All examples contribute coordinate loss. Only paired examples contribute selection loss. |
| No external parser or teacher is needed to train from this release. |
|
|
| ## Source terms |
|
|
| Screenshots are a subset of Click-100k and retain their upstream provenance. |
| They are not relicensed as project code. Use is subject to the applicable terms of Click-100k and its constituent sources. |
| The repository's code license does not replace those data terms. |
|
|
