MEGA-Bench Task - Visual Prediction Rater Surface Normal Estimation: leaderboard
The "Visual Prediction Rater Surface Normal Estimation" 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: Estimated already saturated. 44 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.5 Pro (Preview 03-25) | 90.5 | #123 |
| 2 | Gemini 1.5 Pro (002) | 81 | #349 |
| 3 | InternVL3-38B | 73.8 | #405 |
| 4 | Gemini 2.0 Flash (Preview) | 69 | #370 |
| 5 | Claude 3.5 Sonnet (20241022) | 66.7 | #291 |
| 6 | InternVL3-78B | 66.7 | #352 |
| 7 | GLM-4.1V-9B (Thinking) | 59.5 | #472 (GLM-4.1V-9B) |
| 8 | GPT-4o | 57.1 | #343 |
| 9 | Claude 3.5 Sonnet (20240620) | 57.1 | #299 |
| 10 | InternVL2.5-78B | 54.8 | #431 |
| 11 | Gemma 3 27B (IT) | 42.9 | #523 |
| 12 | Gemini 1.5 Flash (002) | 33.3 | #583 |
| 13 | Aquila-VL-2B | 26.2 | #1238 |
| 14 | InternVL3-14B | 23.8 | #505 |
| 15 | Qwen 2 VL 72B | 16.7 | #460 |
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-visual-prediction-rater-surface-normal-estimation · How It Works · Data refreshed daily, snapshot 2026-10-20.