SpatialEdit-Bench - Object Moving: leaderboard

Metric: Moving score (0-1): square root of the detector IoU with the target box times a VLM object-consistency score, for instruction-based object translation and scaling; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 5 models tracked.

Top models

#ModelScore
1LongCat-Image-Edit0.37
2Qwen-Image-Edit0.31
3Edit-R1 (SpatialEdit-Bench checkpoint unspecified)0.31
4Seedream 4.00.16
5Nano Banana0.1

Interactive version: theaggregate.ai/benchmark?slug=spatialedit-bench-object-moving · How It Works · Data refreshed daily, snapshot 2026-10-07.