Embodied3DBench - Correspondence (3D): leaderboard

Metric: Correspondence (3D) task (cross-view correspondence of a given point in metric 3D), normalized score (0-100): IoU of predicted boxes or the L2 error of predicted points (pixels in 2D, metres in 3D) mapped to 0-100, on the simulated robotic tabletop scenes of Embodied3DBench (21K QA pairs over 4.8K object instances), zero-shot; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 13 models tracked.

Top models

#ModelScore
1Qwen 3 VL 4B Instruct42.1
2Qwen 2.5 VL 72B Instruct37.7
3Qwen 2.5 VL 7B Instruct37.2
4GPT-4o36
5InternVL3-38B32.7
6GPT-529.2
7Gemini 2.5 Flash22.6
8Gemini 2.5 Pro22.4
9Doubao-Seed-1.6 (Thinking)21.9
10Claude Sonnet 419.5

Interactive version: theaggregate.ai/benchmark?slug=embodied3dbench-correspondence-3d · How It Works · Data refreshed daily, snapshot 2026-10-07.