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Sponsored by
PostMcpAi
merve / rtdetr-v2-mobile-ui-design
Model's Last Updated: February 25 2026
object-detection
Introduction of rtdetr-v2-mobile-ui-design
Model Details of rtdetr-v2-mobile-ui-design
rtdetr-v2-mobile-ui-design
This model is a fine-tuned version of PekingU/rtdetr_v2_r50vd on the mrtoy/mobile-ui-design dataset. It achieves the following results on the evaluation set:
- Loss: 13.2616
- Map: 0.1534
- Map 50: 0.2287
- Map 75: 0.1542
- Map Small: 0.0865
- Map Medium: 0.2047
- Map Large: 0.3091
- Mar 1: 0.0442
- Mar 10: 0.2487
- Mar 100: 0.4962
- Mar Small: 0.2773
- Mar Medium: 0.6015
- Mar Large: 0.7944
- Map Group: 0.1249
- Mar 100 Group: 0.5172
- Map Image: 0.1624
- Mar 100 Image: 0.5815
- Map Rectangle: 0.1702
- Mar 100 Rectangle: 0.5057
- Map Text: 0.1562
- Mar 100 Text: 0.3804
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 4
- eval_batch_size: 8
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 10.0
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Group | Mar 100 Group | Map Image | Mar 100 Image | Map Rectangle | Mar 100 Rectangle | Map Text | Mar 100 Text |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 23.6602 | 1.0 | 197 | 14.0858 | 0.1528 | 0.2352 | 0.1481 | 0.0714 | 0.2019 | 0.2547 | 0.0459 | 0.2684 | 0.4782 | 0.291 | 0.5631 | 0.7147 | 0.1112 | 0.4851 | 0.2013 | 0.5721 | 0.1527 | 0.4655 | 0.1462 | 0.3903 |
| 22.2633 | 2.0 | 394 | 13.1787 | 0.1775 | 0.2653 | 0.1765 | 0.0891 | 0.2367 | 0.3279 | 0.0463 | 0.278 | 0.4988 | 0.2983 | 0.5899 | 0.7731 | 0.1364 | 0.5176 | 0.2159 | 0.6039 | 0.1877 | 0.4924 | 0.1699 | 0.3814 |
| 19.8778 | 3.0 | 591 | 13.0808 | 0.1671 | 0.2524 | 0.167 | 0.0908 | 0.2164 | 0.333 | 0.0448 | 0.2647 | 0.5016 | 0.3044 | 0.5882 | 0.7739 | 0.1129 | 0.5227 | 0.1943 | 0.6018 | 0.1666 | 0.4806 | 0.1946 | 0.4012 |
| 21.2068 | 4.0 | 788 | 12.9039 | 0.1501 | 0.2269 | 0.1496 | 0.0871 | 0.187 | 0.3033 | 0.043 | 0.2516 | 0.511 | 0.3137 | 0.6031 | 0.7796 | 0.1201 | 0.5328 | 0.1566 | 0.6087 | 0.1586 | 0.5057 | 0.165 | 0.3967 |
| 18.9370 | 5.0 | 985 | 13.0320 | 0.1692 | 0.2553 | 0.1685 | 0.0971 | 0.2165 | 0.3226 | 0.0481 | 0.2676 | 0.5146 | 0.3192 | 0.6079 | 0.7821 | 0.1356 | 0.5473 | 0.1766 | 0.6029 | 0.1785 | 0.4924 | 0.186 | 0.4159 |
| 19.2146 | 6.0 | 1182 | 12.6991 | 0.1719 | 0.2573 | 0.1733 | 0.1023 | 0.2208 | 0.3276 | 0.0461 | 0.2644 | 0.5164 | 0.306 | 0.619 | 0.7906 | 0.1341 | 0.5402 | 0.1708 | 0.5917 | 0.1881 | 0.5082 | 0.1948 | 0.4254 |
| 21.4358 | 7.0 | 1379 | 12.6713 | 0.1763 | 0.2598 | 0.1799 | 0.1045 | 0.2083 | 0.3432 | 0.0488 | 0.2691 | 0.5189 | 0.3103 | 0.6238 | 0.7839 | 0.1361 | 0.5482 | 0.1853 | 0.5935 | 0.1894 | 0.5146 | 0.1943 | 0.4192 |
| 20.0092 | 8.0 | 1576 | 12.6275 | 0.1634 | 0.2389 | 0.1669 | 0.0984 | 0.2029 | 0.303 | 0.0441 | 0.2547 | 0.5137 | 0.2994 | 0.6257 | 0.7886 | 0.13 | 0.5436 | 0.1648 | 0.5903 | 0.1962 | 0.5182 | 0.1628 | 0.4027 |
| 19.2347 | 9.0 | 1773 | 12.6504 | 0.1548 | 0.2268 | 0.1593 | 0.0984 | 0.191 | 0.2961 | 0.0428 | 0.2417 | 0.5066 | 0.2907 | 0.6185 | 0.7896 | 0.1268 | 0.5411 | 0.1574 | 0.5981 | 0.1788 | 0.5111 | 0.1561 | 0.3762 |
| 19.8882 | 10.0 | 1970 | 12.6196 | 0.1715 | 0.2498 | 0.1767 | 0.1056 | 0.2118 | 0.3165 | 0.0469 | 0.2576 | 0.5165 | 0.3077 | 0.6219 | 0.79 | 0.136 | 0.5488 | 0.1838 | 0.595 | 0.1928 | 0.5142 | 0.1735 | 0.4079 |
Framework versions
- Transformers 5.3.0.dev0
- Pytorch 2.10.0+cu128
- Datasets 4.5.0
- Tokenizers 0.22.2
Runs of merve rtdetr-v2-mobile-ui-design on huggingface.co
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More Information About rtdetr-v2-mobile-ui-design huggingface.co Model
Url of rtdetr-v2-mobile-ui-design
rtdetr-v2-mobile-ui-design huggingface.co Url
Provider of rtdetr-v2-mobile-ui-design huggingface.co
Other API from merve
Updated:May 26 2026
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