HOI-Edit - Spatial Understanding: leaderboard
Metric: Interaction score gated by a context question (0-100), zero when the spatial check fails, on the 202 Level-2 edits (pick the right target among similar ones, place it at the right destination), 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 | 59.6 |
| 2 | Wan2.2-I2V-A14B | 55.26 |
| 3 | Qwen-Image-Edit PLUS | 49.28 |
| 4 | Bagel | 47.81 |
| 5 | ChronoEdit | 46.08 |
| 6 | Step1X-Edit | 40.58 |
| 7 | FLUX.1 Kontext [dev] | 27.8 |
| 8 | ByteMorph | 22.4 |
Interactive version: theaggregate.ai/benchmark?slug=hoi-edit-spatial-understanding · How It Works · Data refreshed daily, snapshot 2026-09-29.