Add model card and pipeline tag

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by nielsr HF Staff - opened
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  1. README.md +40 -2
README.md CHANGED
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  ---
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- license: apache-2.0
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  datasets:
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  - lmms-lab/RefCOCO
 
 
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  tags:
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  - multimodal
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
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  datasets:
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  - lmms-lab/RefCOCO
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+ license: apache-2.0
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+ pipeline_tag: image-segmentation
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  tags:
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  - multimodal
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+ - referring-image-segmentation
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+ ---
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+
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+ # TALENT: Target-aware Efficient Tuning for Referring Image Segmentation
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+
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+ TALENT is a framework for Referring Image Segmentation (RIS) designed to address the "non-target activation" (NTA) issue in parameter-efficient tuning. It introduces a Rectified Cost Aggregator (RCA) to aggregate text-referred features and a Target-aware Learning Mechanism (TLM) to calibrate activation into accurate target localization.
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+
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+ ## Resources
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+
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+ - **Paper:** [TALENT: Target-aware Efficient Tuning for Referring Image Segmentation](https://huggingface.co/papers/2604.00609)
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+ - **Repository:** [GitHub - Kimsure/TALENT](https://github.com/Kimsure/TALENT)
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+
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+ ## Usage
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+
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+ To evaluate the model, follow the installation instructions in the [GitHub repository](https://github.com/Kimsure/TALENT) and run the following script:
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+
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+ ```bash
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+ bash run_scripts/test.sh
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+ ```
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+
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+ To visualize the results, you can set the `visualize` flag to `True` in the configuration file.
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+
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+ ## Acknowledgements
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+
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+ The code for TALENT is based on [CRIS](https://github.com/DerrickWang005/CRIS.pytorch), [ETRIS](https://github.com/kkakkkka/ETRIS), and previous TALENT implementations. We thank the authors for their open-sourced code.
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+
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+ ## Citation
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+
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+ If you find this work useful, please cite:
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+
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+ ```bibtex
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+ @article{talent2026,
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+ title={TALENT: Target-aware Efficient Tuning for Referring Image Segmentation},
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+ author={...},
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+ journal={arXiv preprint arXiv:2604.00609},
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+ year={2026}
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+ }
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+ ```