3D Scene Structure - Multi-Object Removal: leaderboard

Metric: Correctness (%, human-scored; 330 scenes; correct only with the exact minimum set of objects to remove). Source: arxiv.org. Saturation forecast: Around April 2028. 6 models tracked.

Top models

#ModelScore
1Qwen 3.5 397B A17B (Thinking)35.76
2GPT-5.2 (Thinking)24.24
3Qwen 3 VL 30B A3B (Thinking)13.94
4Qwen 3 VL 8B (Thinking)8.79

Interactive version: theaggregate.ai/benchmark?slug=3d-scene-structure-multi-object-removal · How It Works · Data refreshed daily, snapshot 2026-09-25.