MEGA-Bench Task - Egocentric Analysis Single Image: leaderboard

The "Egocentric Analysis Single Image" 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

#ModelScoreOverall rank
1Gemini 1.5 Pro (002)77.8#349
2InternVL3-38B77.8#405
3Gemini 2.5 Pro (Preview 03-25)77.8#123
4MiniCPM-V-2.677.8#836
5Gemma 3 12B (IT)66.7#664
6InternVL3-8B66.7#620
7InternVL2.5-78B66.7#431
8GPT-4o55.6#343
9Gemma 3 27B (IT)55.6#523
10Gemma 3 4B (IT)55.6#992
11Gemini 1.5 Flash (002)55.6#583
12InternVL3-78B55.6#352
13Qwen 2 VL 7B55.6#750
14Aquila-VL-2B55.6#1238
15GLM-4.1V-9B (Thinking)55.6#472 (GLM-4.1V-9B)

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-egocentric-analysis-single-image · How It Works · Data refreshed daily, snapshot 2026-10-20.