MEGA-Bench Task - COCO Object Detection By Query Property: leaderboard

The "COCO Object Detection By Query Property" 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: Around January 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)78.7#123
2InternVL2.5-78B77.7#431
3Qwen 2 VL 72B74#460
4InternVL3-38B71.4#405
5Gemini 2.0 Flash (Preview)67#370
6Gemma 3 27B (IT)65.1#523
7InternVL3-78B64.7#352
8InternVL3-14B62.9#505
9Qwen 2 VL 7B62.5#750
10Llama 4 Scout Base62.2#707
11InternVL3-8B61.9#620
12Claude 3.5 Sonnet (20241022)60.6#291
13Gemini 1.5 Pro (002)59.5#349
14GPT-4o58.1#343
15Gemini 1.5 Flash (002)58#583

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-coco-object-detection-by-query-property · How It Works · Data refreshed daily, snapshot 2026-10-20.