HOI-Edit - Foundational Editing: leaderboard
Metric: Interaction score (0-100) on the 357 Level-1 edits (create, remove or change one human-object interaction), 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 | 72.71 |
| 2 | Wan2.2-I2V-A14B | 69.08 |
| 3 | Bagel | 63.26 |
| 4 | Qwen-Image-Edit PLUS | 61.28 |
| 5 | ChronoEdit | 58.23 |
| 6 | Step1X-Edit | 53.96 |
| 7 | FLUX.1 Kontext [dev] | 49.61 |
| 8 | ByteMorph | 44.69 |
Interactive version: theaggregate.ai/benchmark?slug=hoi-edit-foundational-editing · How It Works · Data refreshed daily, snapshot 2026-09-29.