| --- |
| pretty_name: EffectWorld |
| license: other |
| task_categories: |
| - video-to-video |
| size_categories: |
| - 10K<n<100K |
| tags: |
| - video-object-removal |
| - video-inpainting |
| - synthetic-data |
| - controlled-access |
| extra_gated_prompt: >- |
| EffectWorld is released for approved research use. Access requests are manually |
| reviewed by the dataset owner. Please provide accurate affiliation and intended-use |
| information and accept the data-use terms below. |
| extra_gated_fields: |
| Full name: text |
| Affiliation: text |
| Institutional email: text |
| Intended research use: text |
| I agree to the EffectWorld Data Use Terms: checkbox |
| extra_gated_button_content: Request access |
| --- |
| |
| # EffectWorld |
|
|
| EffectWorld is a controlled-access paired video dataset for object removal with |
| object-associated environmental effects. Each sample contains an unedited source, |
| an edited target, and a binary object mask aligned over time. |
|
|
| ## Released subsets |
|
|
| | Subset | Samples | Resolution | Contents | |
| |---|---:|---:|---| |
| | EffectWorld | 11,048 | 1280 x 704 | source, target, binary mask | |
| | EffectWorld-Hardcase | 1,000 | 1280 x 704 | source, target, binary mask | |
|
|
| The release contains only EffectWorld data. It does not include third-party datasets, model checkpoints, training code, evaluation outputs, or private logs. |
|
|
| ## Files |
|
|
| - `data_unpacked/effectworld/`: 11,048 training samples. |
| - `data_unpacked/hardcase1000/`: 1,000 hardcase samples. |
| - `benchmark/effectworld_eval33/`: paired EffectWorld evaluation set. |
| - `benchmark/manifests/effectworld_eval33.csv`: EffectWorld-Eval33 manifest. |
| - `benchmark/manifests/wild70_protocol_no_media.csv`: EffectWorld-Wild70 IDs, labels, and evaluation protocol; third-party videos are not redistributed. |
|
|
| Legacy TAR frame shards are retained under `data/` for archival use. |
|
|
| ## Benchmarks |
|
|
| `EffectWorld-Eval33` is released with paired source, target, and mask videos. Its exact evaluated manifest is provided for reproducibility. |
|
|
| The `EffectWorld-Wild70` IDs, labels, and evaluation protocol are provided in `benchmark/manifests/wild70_protocol_no_media.csv`. DAVIS and third-party web videos are not redistributed; users must obtain them from their original sources. |
|
|
| ## Access |
|
|
| Downloading requires manual approval from the dataset owner. Access is granted for |
| the research purpose stated in the request and remains subject to |
| `DATA_USE_TERMS.md`. Approval is not an unrestricted redistribution license. |
|
|
| ## Limitations |
|
|
| The data are synthetically rendered and do not represent every real-world capture |
| condition. Masks identify primary removal targets; associated effects can extend |
| beyond the mask. Users should independently assess suitability, bias, and safety for |
| their intended application. |
|
|
| ## Citation |
|
|
| Citation information will be updated after the associated paper receives its final |
| bibliographic record. Until then, cite this dataset repository and its versioned |
| commit. |
|
|
|
|
