MEGA-Bench Task - Visual Prediction Rater Panoptic Segmentation: leaderboard

The "Visual Prediction Rater Panoptic Segmentation" 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

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)88.1#123
2Claude 3.5 Sonnet (20241022)81#291
3Claude 3.5 Sonnet (20240620)59.5#299
4Gemini 2.0 Flash (Preview)54.8#370
5Gemini 1.5 Pro (002)50#349
6GPT-4o47.6#343
7InternVL3-78B42.9#352
8Gemma 3 27B (IT)38.1#523
9Gemini 1.5 Flash (002)26.2#583
10InternVL3-14B26.2#505
11Llama 4 Scout Base21.4#707
12InternVL3-38B19#405
13Gemma 3 12B (IT)14.3#664
14MiniCPM-V-2.614.3#836
15Gemma 3 4B (IT)9.5#992

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-panoptic-segmentation · How It Works · Data refreshed daily, snapshot 2026-10-20.