# Best Image Understanding Models in 2026

> AI models ranked on sourced image-understanding benchmarks including MMMU-Pro, RealWorldQA, AI2D, CountBench, RefCOCO, and related grounding evaluations.

This reporting page isolates visual reasoning and image understanding from the broader multimodal category. It prioritizes sourced benchmarks for diagrams, grounding, counting, real-world image QA, and multimodal math.

Canonical page: https://benchlm.ai/best/image-understanding

Last updated: October 7, 2026

## Rankings

| Rank | Model | Creator | Type | Context | Score |
|------|-------|---------|------|---------|-------|
| 1 | [Nemotron 3 Nano Omni 30B A3B](/models/nemotron-3-nano-omni-30b-a3b) | NVIDIA | Open Weight | 256K | 84.6 |
| 2 | [Qwen3.8 Max](/models/qwen3-8-max) | Alibaba | Open Weight | 1M | 83.5 |
| 3 | [Qwen3.6-27B](/models/qwen3-6-27b) | Alibaba | Open Weight | 262K | 81.7 |
| 4 | [Qwen3.6-35B-A3B](/models/qwen3-6-35b-a3b) | Alibaba | Open Weight | 262K | 80.6 |
| 5 | [Qwen3.7 Plus](/models/qwen3-7-plus) | Alibaba | Proprietary | 1M | 76 |
| 6 | [ZAYA1-VL-8B](/models/zaya1-vl-8b) | Zyphra | Open Weight | 131K | 74.8 |
| 7 | [LFM2.5-VL-3B](/models/lfm2-5-vl-3b) | LiquidAI | Open Weight | 32K | 57.7 |
| 8 | [LFM2.5-VL-450M](/models/lfm2-5-vl-450m) | LiquidAI | Open Weight | 128K | 55.7 |

## Key Takeaways

- Top model: [Nemotron 3 Nano Omni 30B A3B](/models/nemotron-3-nano-omni-30b-a3b) with a score of 84.6
- Best open-weight option: [Nemotron 3 Nano Omni 30B A3B](/models/nemotron-3-nano-omni-30b-a3b) at #1
- Models included: 8

## Compare the Leaders

- [Nemotron 3 Nano Omni 30B A3B vs Qwen3.8 Max](/compare/nemotron-3-nano-omni-30b-a3b-vs-qwen3-8-max)