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# 🧠 TorchScript Models for the IMPACT Semantic Similarity Metric
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This repository
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The IMPACT metric is
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> **IMPACT: A Generic Semantic Loss for Multimodal Medical Image Registration**
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> *V. Boussot, C. Hémon, J.-C. Nunes, J. Downling, S. Rouzé, C. Lafond, A. Barateau, J.-L. Dillenseger*
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> [arXiv:2503.24121 [cs.CV]](https://arxiv.org/abs/2503.24121)
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---
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The TorchScript models provided in this repository were exported from publicly available pretrained networks. These include:
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- **TotalSegmentator (TS)** — U-Net models trained for full-body anatomical segmentation
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- **MIND** — A handcrafted Modality Independent Neighborhood Descriptor, wrapped in TorchScript
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## 📚 Pretrained Model References
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| Model | Specialization | Paper / Reference | Field of View | License |
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# 🧠 TorchScript Models for the IMPACT Semantic Similarity Metric
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This repository provides a collection of **TorchScript-exported pretrained models** designed for use with the **IMPACT** similarity metric, enabling semantic medical image registration through feature-level comparison.
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The IMPACT metric is introduced in the following preprint, currently under review:
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> **IMPACT: A Generic Semantic Loss for Multimodal Medical Image Registration**
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> *V. Boussot, C. Hémon, J.-C. Nunes, J. Downling, S. Rouzé, C. Lafond, A. Barateau, J.-L. Dillenseger*
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> [arXiv:2503.24121 [cs.CV]](https://arxiv.org/abs/2503.24121)
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🔧 The full implementation of IMPACT, along with its integration into the **Elastix** framework, is available in the repository:
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➡️ [github.com/vboussot/ImpactLoss](https://github.com/vboussot/ImpactLoss)
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This repository also includes example parameter maps, TorchScript model handling utilities, and a ready-to-use Docker environment for quick experimentation and reproducibility.
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---
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## 📚 Pretrained Model
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The TorchScript models provided in this repository were exported from publicly available pretrained networks. These include:
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- **TotalSegmentator (TS)** — U-Net models trained for full-body anatomical segmentation
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- **MIND** — A handcrafted Modality Independent Neighborhood Descriptor, wrapped in TorchScript
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| Model | Specialization | Paper / Reference | Field of View | License |
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|----------------|----------------------------------------|-------------------------------------------------------------|------------------------|--------------|
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