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README.md
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split="val",
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classes=[0]
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)
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```
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For further usage instructions, please refer to the [official Ultralytics documentation](https://docs.ultralytics.com/modes/val/).
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## 📊 Benchmark Leaderboard
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## 📖 Citation
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split="val",
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classes=[0]
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)
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print("mAP50:", metrics.box.map50)
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print("mAP50-95:", metrics.box.map)
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```
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For further usage instructions, please refer to the [official Ultralytics documentation](https://docs.ultralytics.com/modes/val/).
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## 📊 Benchmark Leaderboard
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### MolDet-Bench-General
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### MolDet-Bench-Doc
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### BioVista
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| Model | mAP50 | Speed (T4 TensorRT10) |
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| ---- | ----- | ----- |
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| Uni-Parser-LD | **0.9806** | 10.1 ± 0.2 ms |
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| MolDetv2-Doc-n | 0.9748 | 3.1 ± 0.0 ms |
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| MolDetv2-General-n | 0.9609 | 2.5 ± 0.0 ms |
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| MolDet-Doc-l | 0.9607 | 13.1 ± 0.3 ms |
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| MolDet-Doc-m | 0.9558 | 9.9 ± 0.2 ms |
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| MolDet-General-m | 0.9460 | 4.7 ± 0.1 ms |
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| MolDet-General-l | 0.9447 | 6.2 ± 0.1 ms |
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| MolDet-Doc-s | 0.9416 | 5.5 ± 0.1 ms |
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| MolDet-Doc-n | 0.9391 | 3.1 ± 0.0 ms |
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| MolDet-General-s | 0.9318 | 2.5 ± 0.1 ms |
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| BioMiner | 0.9290 | - |
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| MolDet-General-n | 0.9258 | 1.5 ± 0.0 ms |
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| MolMiner | 0.8990 | - |
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## 📖 Citation
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