MEGA-Bench Task - COCO OOD Global Image Retrieval By Query Property: leaderboard

The "COCO OOD Global Image Retrieval 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: Estimated already saturated. 44 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3.5 Sonnet (20240620)86#299
2GPT-4o85.8#343
3Gemini 2.5 Pro (Preview 03-25)85.1#123
4Gemini 2.0 Flash (Preview)79.3#370
5Gemma 3 27B (IT)76.8#523
6GLM-4.1V-9B (Thinking)75.1#472 (GLM-4.1V-9B)
7Claude 3.5 Sonnet (20241022)74.5#291
8Qwen 2 VL 72B69.9#460
9Gemini 1.5 Flash (002)68.2#583
10Gemini 1.5 Pro (002)67.3#349
11InternVL3-38B66#405
12InternVL2.5-78B65.8#431
13GPT-4o Mini64.9#599
14InternVL3-14B64.9#505
15Gemma 3 12B (IT)64.8#664

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-ood-global-image-retrieval-by-query-property · How It Works · Data refreshed daily, snapshot 2026-10-20.