ODinW
Object Detection in the Wild (ODinW) benchmark for evaluating object detection models' task-level transfer ability across diverse real-world datasets in terms of prediction accuracy and adaptation efficiency
Progress Over Time
Interactive timeline showing model performance evolution on ODinW
State-of-the-art frontier
Open
Proprietary
ODinW Leaderboard
15 models
| Context | Cost | License | ||||
|---|---|---|---|---|---|---|
| 1 |  Alibaba Cloud / Qwen Team | — | — | — | ||
| 2 | Alibaba Cloud / Qwen Team | 35B | — | — | ||
| 3 | Alibaba Cloud / Qwen Team | 236B | 262K | $0.30 / $1.50 | ||
| 4 | Alibaba Cloud / Qwen Team | 4B | 262K | $0.10 / $0.60 | ||
| 5 | Alibaba Cloud / Qwen Team | 31B | 262K | $0.20 / $0.70 | ||
| 6 | Alibaba Cloud / Qwen Team | 33B | — | — | ||
| 7 | Alibaba Cloud / Qwen Team | 9B | 262K | $0.08 / $0.50 | ||
| 8 | Alibaba Cloud / Qwen Team | 122B | 262K | $0.40 / $3.20 | ||
| 9 | Alibaba Cloud / Qwen Team | 236B | 262K | $0.45 / $3.49 | ||
| 10 | Alibaba Cloud / Qwen Team | 35B | 262K | $0.25 / $2.00 | ||
| 11 | Alibaba Cloud / Qwen Team | 7B | — | — | ||
| 12 | Alibaba Cloud / Qwen Team | 31B | 262K | $0.20 / $1.00 | ||
| 13 | Alibaba Cloud / Qwen Team | 27B | 262K | $0.30 / $2.40 | ||
| 14 | Alibaba Cloud / Qwen Team | 9B | 262K | $0.18 / $2.09 | ||
| 15 | Alibaba Cloud / Qwen Team | 4B | 262K | $0.10 / $1.00 |
Notice missing or incorrect data?
FAQ
Common questions about ODinW
Object Detection in the Wild (ODinW) benchmark for evaluating object detection models' task-level transfer ability across diverse real-world datasets in terms of prediction accuracy and adaptation efficiency
The ODinW paper is available at https://arxiv.org/abs/2112.03857. This paper provides detailed information about the benchmark methodology, dataset creation, and evaluation criteria.
The ODinW leaderboard ranks 15 AI models based on their performance on this benchmark. Currently, Qwen3.6 Plus by Alibaba Cloud / Qwen Team leads with a score of 0.518. The average score across all models is 0.449.
The highest ODinW score is 0.518, achieved by Qwen3.6 Plus from Alibaba Cloud / Qwen Team.
15 models have been evaluated on the ODinW benchmark, with 0 verified results and 15 self-reported results.
ODinW is categorized under vision. The benchmark evaluates image models.