MEGA-Bench Task - 3D Indoor Scene Text BBox Prediction: leaderboard

The "3D Indoor Scene Text BBox Prediction" subtask of MEGA-Bench Task. A single task from MEGA-Bench, a large-scale multimodal evaluation suite that scores vision-language models across 500+ real-world tasks spanning perception, reasoning, OCR, charts, documents, and multi-image understanding.

Metric: Task Score (%). Source: huggingface.co. Saturation forecast: Around September 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)28#123
2GLM-4.1V-9B (Thinking)27.4#472 (GLM-4.1V-9B)
3Gemini 2.0 Flash (Preview)19.4#370
4GPT-4o18.6#343
5Qwen 2 VL 72B16.5#460
6Gemini 1.5 Pro (002)14.7#349
7InternVL3-78B14.6#352
8InternVL3-38B14.5#405
9Qwen 2 VL 7B12#750
10InternVL2.5-78B11.3#431
11Gemini 1.5 Flash (002)9.8#583
12Claude 3.5 Sonnet (20241022)8.1#291
13Gemma 3 27B (IT)6.8#523
14InternVL3-14B6.1#505
15Claude 3.5 Sonnet (20240620)4.7#299

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=mega-bench-task-3d-indoor-scene-text-bbox-prediction · How It Works · Data refreshed daily, snapshot 2026-10-20.