PhysInOne Leaderboard

Visual Physics Learning and Reasoning in One Suite

CVPR 2026 · vLAR Group

🏆 Leaderboard

Compare models across the PhysInOne visual physics benchmark.

Given first frame and caption, generate a physical plausible video on a static camera. Metrics: PSNR / SSIM / LPIPS / PMF.

Official ranking: PMF (higher is better). Sorting a table changes only its presentation, not the official rank.

↑ Higher is better · ↓ Lower is better. PMF is the benchmark's motion metric; PSNR and SSIM compare image similarity; LPIPS measures perceptual distance. Material parameter errors are lower-is-better. Only metrics available for this track are shown. Update timestamps in the table are in UTC.

Select a table row or enter a submission ID. Reports include status and errors only; refresh while running.

Delete a completed submission

Submissions are evaluated using the official PhysInOne benchmark protocol.

PhysInOne Benchmark — Visual Physics Learning and Reasoning in One Suite.
Created by vLAR Group / HK PolyU.

How to Participate

  1. Sign in with Hugging Face and create a dataset under your own account.
  2. Upload scene-level ZIP files with the expected structure, either at the Dataset root or in one optional subdirectory.
  3. Open the page of the major task you want to evaluate, choose the subtask, and fill in display name and user_dataset (for example, username/repo). For a private Dataset, also provide a fine-grained read token.
  4. The system enqueues the job, and the backend worker evaluates it scene by scene asynchronously.
  5. Queue and submission history are visible only for your signed-in account.
 
<scene_id>.zip
|-- CineCamera_0/
|   `-- rgb/
|       |-- 0075.jpg
|       `-- ...
|-- CineCamera_1/
|   `-- rgb/
`-- ...
  • Each subtask keeps its own primary metric.
  • Full and mini variants should be treated as separate subtasks.
  • Add subtask-specific notes in the registered task metadata when those tasks are wired in.

Submit

Sign in with Hugging Face and submit a dataset under your own account in `username/repo` format.

Display Name
Subtask
Dropdown
User Dataset
Repository Subdirectory (Optional)
Private Dataset Fine-grained Read Token (Optional)

The token must belong to the signed-in user and only needs read access to this Dataset.

Queue

This queue only shows submissions for the subtasks under this page.

Select a table row or enter a submission ID. Reports include status and errors only; refresh while running.