MEGA-Bench Task - Counting Single Image: leaderboard

The "Counting 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: Estimated already saturated. 17 models tracked.

Top models

#ModelScoreOverall rank
1InternVL3-38B85.7#405
2InternVL3-78B78.6#352
3Gemini 2.5 Pro (Preview 03-25)78.6#123
4GLM-4.1V-9B (Thinking)78.6#472 (GLM-4.1V-9B)
5Gemini 2.0 Flash (Preview)78.6#370
6Llama 4 Scout Base78.6#707
7Gemma 3 12B (IT)71.4#664
8InternVL3-14B57.1#505
9Gemma 3 27B (IT)50#523
10InternVL3-8B42.9#620
11Gemma 3 4B (IT)28.6#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-counting-single-image · How It Works · Data refreshed daily, snapshot 2026-10-20.