OpenVLM SEED-Bench 2: leaderboard

OpenCompass OpenVLM evaluation of SEED-Bench 2: a hierarchical multimodal benchmark testing image, video, and interleaved image-text understanding across 27 dimensions.

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 59 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.1 (2025-04-14)76#250
2GPT-4.1 Mini75#355
3Gemini 1.5 Flash70.2#618
4InternVL3-14B67.7#505
5InternVL3-8B67.1#620
6GPT-4.1 Nano64.4#731
7Gemma 3 27B59.9#607
8Pixtral-12B57.9#808
9Gemma 3 12B57.6#671
10Gemma 3 4B52.7#1089
11Aquila-VL-2B49.3#1238

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=openvlm-seed-bench-2 · How It Works · Data refreshed daily, snapshot 2026-10-20.