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@@ -44,14 +44,19 @@ git clone https://huggingface.co/datasets/haopt/prox-e-shapetalk-benchmark
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  Once downloaded, plug this benchmark directly into the Prox-E unified evaluation pipeline to compute metric scores (e.g., l-GD, LPIPS, DINO-I, FID, PFD, CLIP, and VQA):
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  ```bash
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- python -m evals.run_eval \
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- --pred_dir /path/to/your/pred_meshes/ \
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- --gt_dir haopt/prox-e-shapetalk-benchmark/input_shapes/ \
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- --instructions_json haopt/prox-e-shapetalk-benchmark/instructions.json \
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- --output_dir /path/to/eval_output_directory/
 
 
 
 
 
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  ```
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- Refer to the official [Prox-E GitHub repository](https://github.com/etaisella/Prox-E) for setup and full usage options!
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  ## 📜 Citation
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  If you use this benchmark dataset in your work, please cite the Prox-E paper:
 
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  Once downloaded, plug this benchmark directly into the Prox-E unified evaluation pipeline to compute metric scores (e.g., l-GD, LPIPS, DINO-I, FID, PFD, CLIP, and VQA):
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  ```bash
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+ python -m evals.main \
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+ --pred_dir <flat folder of pred .glb/.obj/.ply> \
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+ --input_dir prox-e-shapetalk-benchmark/input_shapes \
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+ --instructions_json prox-e-shapetalk-benchmark/instructions.json \
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+ --input_render_dir prox-e-shapetalk-benchmark/rendered_images \
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+ --input_pcd_dir prox-e-shapetalk-benchmark/point_cloud \
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+ --output_dir <eval_run_dir> \
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+ --device cuda:0 \
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+ --metrics identity quality fidelity \
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+ --enable_vqa
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  ```
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+ Refer to the official [Prox-E repo](https://github.com/etaisella/Prox-E/tree/main/evals) for setup and full usage options!
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  ## 📜 Citation
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  If you use this benchmark dataset in your work, please cite the Prox-E paper: