# ODINW13

> A visual detection and grounding benchmark slice used to compare zero-shot object understanding across diverse domains.

Canonical page: https://benchlm.ai/benchmarks/odinw13

- Category: [Multimodal & Grounded](/multimodal-grounded)
- Last updated: October 17, 2026

## About ODINW13

- Year: 2026
- Tasks: Out-of-distribution object understanding
- Format: Detection and grounding
- Difficulty: Robust visual grounding
- Paper: [Qwen3.6 launch benchmarks](https://qwen.ai/blog?id=qwen3.6)

ODINW-style scores matter because real deployment images often differ sharply from canonical internet photos. This benchmark checks whether object understanding transfers out of distribution.

ODINW13 is currently displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Leaderboard (4 models)

| Rank | Model | Creator | Score |
|------|-------|---------|-------|
| 1 | [Qwen3.7 Plus](/models/qwen3-7-plus) | Alibaba | 51.1% |
| 2 | [Qwen3.6-35B-A3B](/models/qwen3-6-35b-a3b) | Alibaba | 50.8% |
| 3 | [Qwen3.5 397B](/models/qwen3-5-397b) | Alibaba | 47.0% |
| 4 | [Gemini 3 Pro](/models/gemini-3-pro) | Google | 46.3% |

## FAQ

### What does ODINW13 measure?

A visual detection and grounding benchmark slice used to compare zero-shot object understanding across diverse domains.

### Which model scores highest on ODINW13?

Qwen3.7 Plus by Alibaba currently leads with a score of 51.1% on ODINW13.

### How many models are evaluated on ODINW13?

4 AI models have published results on ODINW13 in the BenchLM catalog.

### Does ODINW13 affect BenchLM's overall score?

Not directly. ODINW13 is still displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Compare Top Models on ODINW13

- [Qwen3.7 Plus vs Qwen3.6-35B-A3B](/compare/qwen3-6-35b-a3b-vs-qwen3-7-plus)
- [Qwen3.6-35B-A3B vs Qwen3.5 397B](/compare/qwen3-5-397b-vs-qwen3-6-35b-a3b)
- [Qwen3.5 397B vs Gemini 3 Pro](/compare/gemini-3-pro-vs-qwen3-5-397b)