MEGA-Bench Task - Brand Logo Recognition And Elaboration: leaderboard

The "Brand Logo Recognition And Elaboration" 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)90#123
2Gemini 2.0 Flash (Preview)88#370
3Gemma 3 4B (IT)82#992
4Claude 3.5 Sonnet (20241022)82#291
5Gemini 1.5 Pro (002)82#349
6Claude 3.5 Sonnet (20240620)82#299
7GPT-4o Mini80#599
8Gemini 1.5 Flash (002)80#583
9Qwen 2 VL 72B78#460
10Gemma 3 27B (IT)76#523
11Gemma 3 12B (IT)76#664
12GPT-4o74#343
13InternVL2.5-78B74#431
14Pixtral-12B72#808
15InternVL3-38B70#405

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-brand-logo-recognition-and-elaboration · How It Works · Data refreshed daily, snapshot 2026-10-20.