HOI-Edit - Causal and Physical Reasoning: leaderboard
Metric: Interaction score gated by a context question (0-100), zero when the process or physics check fails, on the 146 Level-3 edits (implied prerequisite steps, tools and physical effects), scored by HOI-Eval: the human and object boxes are tracked into the edited image and Gemini 2.5 Pro rates the interaction from tagged crops; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Nano Banana | 57.82 |
| 2 | Wan2.2-I2V-A14B | 53.43 |
| 3 | ChronoEdit | 43.45 |
| 4 | Step1X-Edit | 41.94 |
| 5 | Bagel | 40.61 |
| 6 | Qwen-Image-Edit PLUS | 38.7 |
| 7 | ByteMorph | 15.71 |
| 8 | FLUX.1 Kontext [dev] | 4.23 |
Interactive version: theaggregate.ai/benchmark?slug=hoi-edit-causal-and-physical-reasoning · How It Works · Data refreshed daily, snapshot 2026-09-29.