MEGA-Bench Task - Visual Prediction Rater Novel View Synthesis: leaderboard
The "Visual Prediction Rater Novel View Synthesis" 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: Not forecast. 44 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.5 Pro (Preview 03-25) | 42.9 | #123 |
| 2 | Gemini 2.0 Flash (Preview) | 28.6 | #370 |
| 3 | Aquila-VL-2B | 21.4 | #1238 |
| 4 | GLM-4.1V-9B (Thinking) | 21.4 | #472 (GLM-4.1V-9B) |
| 5 | Gemini 1.5 Pro (002) | 14.3 | #349 |
| 6 | Qwen 2 VL 2B | 14.3 | #1220 |
| 7 | Llama 4 Scout Base | 14.3 | #707 |
| 8 | Llama 3.2 11B | 14.3 | #1199 |
| 9 | GPT-4o | 7.1 | #343 |
| 10 | Gemma 3 4B (IT) | 7.1 | #992 |
| 11 | Claude 3.5 Sonnet (20241022) | 7.1 | #291 |
| 12 | Gemini 1.5 Flash (002) | 7.1 | #583 |
| 13 | MiniCPM-V-2.6 | 7.1 | #836 |
| 14 | Qwen 2 VL 7B | 7.1 | #750 |
| 15 | Qwen 2 VL 72B | 7.1 | #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-novel-view-synthesis · How It Works · Data refreshed daily, snapshot 2026-10-20.