| | --- |
| | dataset_info: |
| | features: |
| | - name: vclip_id |
| | dtype: string |
| | - name: question_id |
| | dtype: int32 |
| | - name: question |
| | dtype: string |
| | - name: answer |
| | dtype: string |
| | - name: frame_indexes |
| | sequence: int32 |
| | - name: choices |
| | struct: |
| | - name: A |
| | dtype: string |
| | - name: B |
| | dtype: string |
| | - name: C |
| | dtype: string |
| | - name: D |
| | dtype: string |
| | - name: E |
| | dtype: string |
| | - name: video_metadata |
| | struct: |
| | - name: CLIP-reference-interval |
| | sequence: float32 |
| | - name: frame_count |
| | dtype: int32 |
| | - name: frame_rate |
| | dtype: float32 |
| | - name: duration |
| | dtype: float32 |
| | - name: resolution |
| | dtype: string |
| | - name: frame_dimensions |
| | sequence: int32 |
| | - name: codec |
| | dtype: string |
| | - name: bitrate |
| | dtype: int32 |
| | - name: frame_dimensions_resized |
| | sequence: int32 |
| | - name: resolution_resized |
| | dtype: string |
| | - name: video_id |
| | dtype: string |
| | splits: |
| | - name: train |
| | num_bytes: 4065923 |
| | num_examples: 11218 |
| | - name: test |
| | num_bytes: 1559334 |
| | num_examples: 3874 |
| | download_size: 1941543 |
| | dataset_size: 5625257 |
| | configs: |
| | - config_name: default |
| | data_files: |
| | - split: train |
| | path: data/train-* |
| | - split: test |
| | path: data/test-* |
| | --- |
| | |
| | <h1 align='center' style="text-align:center; font-weight:bold; font-size:2.0em;letter-spacing:2.0px;"> |
| | [[PAPER_TITLE]]</h1> |
| | <p align='center' style="text-align:center;font-size:1.25em;"> |
| | <a href="[[AUTHOR_PAGE]]" target="_blank" style="text-decoration: none;">[[FIRST_NAME]] [[LAST_NAME]]</a>, |
| | Northwestern University<br/> |
| | <em>[[CONFERENCE_TITLE]]</em><br/> |
| | <a href="[[WEBSITE_LINK]]" title="Website" target="_blank" rel="nofollow" style="text-decoration: none;">🌎Website</a> | |
| | <a href="[[CODE_LINK]]" title="Dataset" target="_blank" rel="nofollow" style="text-decoration: none;">🧑💻Code</a> | |
| | <a href="[[ARXIV_LINK]]" title="aXiv" target="_blank" rel="nofollow" style="text-decoration: none;">📄arXiv</a> | |
| | <a href="[[LEADERBOARD_LINK]]" title="Leaderboard" target="_blank" rel="nofollow" style="text-decoration: none;">🏆 Leaderboard</a> |
| | </p> |
| | |
| |
|
| | <h1 align='center' style="text-align:center; font-weight:bold; font-size:2.0em;letter-spacing:2.0px;"> |
| | [[TITLE]]</h1> |
| | <p align='center' style="text-align:center;font-size:1.25em;"> |
| | [[AUTHOR_1]], |
| | [[AUTHOR_2]], |
| | [[AUTHOR_3]], |
| | [[AUTHOR_4]], |
| | [[AUTHOR_5]], <br/> |
| | [[AUTHOR_6]], |
| | [[AUTHOR_7]], |
| | [[AUTHOR_8]], |
| | [[AUTHOR_9]], |
| | [[AUTHOR_10]]<br/> |
| | [[INSTITUTION]]<br/> |
| | <em>[[VENUE_AND_YEAR]]</em><br/> |
| | <a href="[[WEBSITE_LINK]]" title="Website" target="_blank" rel="nofollow" style="text-decoration: none;">🌎Website</a> | |
| | <a href="[[CODE_LINK]]" title="Dataset" target="_blank" rel="nofollow" style="text-decoration: none;">🧑💻Code</a> | |
| | <a href="[[PAPER_LINK]]" title="aXiv" target="_blank" rel="nofollow" style="text-decoration: none;">📄arXiv</a> | |
| | <a href="[[LEADERBOARD_LINK]]" title="Leaderboard" target="_blank" rel="nofollow" style="text-decoration: none;">🏆 Leaderboard</a> |
| | </p> |
| | |
| | ## 📣 News |
| |
|
| | - **[[DATE]]: [[NEWS_ITEM]]** |
| | |
| | <img src="[[IMAGE_LINK]]" alt="image description" width="850" height="200"> |
| | |
| | ## Abstract |
| | |
| | [[ABSTRACT]] |
| | |
| | ## [[TITLE]] Statistics |
| | |
| | <img src="[[STATISTICS_IMAGE_LINK]]" alt="image description" width="850" height="200"> |
| | |
| | ## Downloading Data and Benchmarking Guide |
| | To download the data: |
| | |
| | 1. **Download Instructions:** |
| | Follow the instructions provided [here]( [[DOWNLOAD_INSTRUCTIONS_LINK]] ). |
| | We provide unique identifiers (UIDs) for the data sets in ```[[DATA_ORGANIZATION_PATH]]```. |
| | |
| | 2. **Demo Data:** |
| | For a quick start, we include one demo example: ```[[DEMO_DATA_PATH]]```. |
| | |
| | 3. **Benchmarking Guide:** |
| | We provide a step-by-step guide for benchmarking [here]( [[BENCHMARKING_GUIDE_LINK]] ). |
| | |
| | **👉Note:** For evaluations, we recommend starting with our development set ([[DEV_SET_DETAILS]]). |
| | |
| | ## Dataset Organization |
| | |
| | The dataset is organized to facilitate easy access to all resources. Below is the structure: |
| | ``` |
| | [[DATASET_ORGANIZATION_STRUCTURE]] |
| | ``` |
| | |
| | ### Description of Key Components |
| | ```[[KEY_COMPONENT_PATH]]```: This directory contains resources in [[FORMAT]] format. Each file includes metadata and other details: |
| | |
| | - ```[[DATA_FILE_1]]```: |
| | - [[DESCRIPTION_1]]. |
| | |
| | - ```[[DATA_FILE_2]]```: |
| | - [[DESCRIPTION_2]]. |
| | |
| | - ```[[DATA_FILE_3]]```: |
| | - [[DESCRIPTION_3]]. |
| | |
| | ### Annotation Format |
| | Each entry includes metadata in the following format: |
| | |
| | ``` |
| | { |
| | "[[FIELD_1]]": { |
| | "[[METADATA_FIELD_1]]": { |
| | "[[DETAIL_1]]": [[DETAIL_TYPE_1]], |
| | "[[DETAIL_2]]": [[DETAIL_TYPE_2]], |
| | }, |
| | "[[BENCHMARK_FIELD]]": [ |
| | { |
| | "[[QUESTION_FIELD]]": [[QUESTION_TYPE]], |
| | "[[TASK_FIELD]]": [[TASK_TYPE]], |
| | "[[LABEL_FIELD]]": [[LABEL_TYPE]], |
| | "[[TIMESTAMP_FIELD]]": [[TIMESTAMP_TYPE]], |
| | "[[MCQ_FIELD]]": "[[MCQ_OPTIONS]]", |
| | "[[ANSWER_FIELD_1]]": [[ANSWER_TYPE_1]], |
| | "[[ANSWER_FIELD_2]]": [[ANSWER_TYPE_2]], |
| | "[[ANSWER_FIELD_3]]": [[ANSWER_TYPE_3]], |
| | "[[ANSWER_FIELD_4]]": [[ANSWER_TYPE_4]], |
| | "[[ANSWER_FIELD_5]]": [[ANSWER_TYPE_5]] |
| | }, |
| | // Next question |
| | ] |
| | }, |
| | // Next entry |
| | } |
| | ``` |
| | |
| | ## Limitations |
| | [[LIMITATIONS]] |
| | |
| | ## Contact |
| | - [[CONTACT_1]] |
| | - [[CONTACT_2]] |
| | - [[CONTACT_3]] |
| | |
| | ## Citation |
| | |
| | ```bibtex |
| | [[BIBTEX]] |
| | ``` |
| | |
| | |