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Dataset preparation

  • Download videos, video annotation, questions and answers, and object proposals accordingly from the official website

  • Transform videos into ".png" frames with ffmpeg.

  • Organize the data as shown below.

    clevrer
    ├── annotation_00000-01000
    │   ├── annotation_00000.json
    │   ├── annotation_00001.json
    │   └── ...
    ├── ...
    ├── image_00000-01000
    │   │   ├── 1.png
    │   │   ├── 2.png
    │   │   └── ...
    │   └── ...
    ├── ...
    ├── questions
    │   ├── train.json
    │   ├── validation.json
    │   └── test.json
    ├── proposals
    │   ├── proposal_00000.json
    │   ├── proposal_00001.json
    │   └── ...
    
  • Download the object proposals from the region proposal network and follow the Step-by-step Training in DCL to get object concepts and trajectories.

  • We also provide data for learning physics in Google Drive. You can download them optionally and put them in the ./data/ folder.