Image-to-Image
Diffusers
Safetensors
sar-to-eo
remote-sensing
flow-matching
synthetic-aperture-radar
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README: IEEE GRSL 2026; prior and follow-up work

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  1. README.md +26 -9
  2. baselines/README.md +4 -3
README.md CHANGED
@@ -12,12 +12,12 @@ tags:
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  base_model: black-forest-labs/FLUX.2-klein-base-4B
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  ---
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- # ReFlowSET
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  SAR-to-EO image translation with a conditional flow-matching transformer trained
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  from scratch inside a frozen high-fidelity autoencoder latent space.
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- - **Paper:** https://arxiv.org/abs/2609.00968
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  - **Code:** https://github.com/KAIST-VICLab/ReFlowSET
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  - **Project page:** https://kaist-viclab.github.io/ReFlowSET_site/
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  - **Comparison-method weights:** [`baselines/`](https://huggingface.co/JeonghyeokDo/ReFlowSET/tree/main/baselines) in this repository — all fifteen prior methods, both datasets
@@ -192,18 +192,35 @@ imagery that we flag rather than resolve.
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  @article{do2026reflowset,
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  title = {ReFlowSET: Representation-Aligned Latent Flow Matching for SAR-to-EO Image Translation},
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  author = {Do, Jeonghyeok and Lee, Seungchul and Kim, Munchurl},
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- journal = {arXiv preprint arXiv:2609.00968},
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- year = {2026}
 
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  }
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  ```
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- Our earlier SAR-to-EO work, which ReFlowSET builds on and compares against:
 
 
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  ```bibtex
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  @article{do2026cdiffset,
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- title = {C-DiffSET: Leveraging Latent Diffusion for SAR-to-EO Image Translation with Confidence-Guided Reliable Object Generation},
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- author = {Do, Jeonghyeok and Lee, Jaehyup and Lee, Seungchul and Kim, Munchurl},
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- journal = {IEEE Transactions on Circuits and Systems for Video Technology},
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- year = {2026}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  }
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  ```
 
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  base_model: black-forest-labs/FLUX.2-klein-base-4B
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  ---
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+ # [IEEE GRSL 2026] ReFlowSET
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  SAR-to-EO image translation with a conditional flow-matching transformer trained
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  from scratch inside a frozen high-fidelity autoencoder latent space.
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+ - **Paper:** IEEE Geoscience and Remote Sensing Letters (GRSL), 2026 ([arXiv:2609.00968](https://arxiv.org/abs/2609.00968))
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  - **Code:** https://github.com/KAIST-VICLab/ReFlowSET
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  - **Project page:** https://kaist-viclab.github.io/ReFlowSET_site/
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  - **Comparison-method weights:** [`baselines/`](https://huggingface.co/JeonghyeokDo/ReFlowSET/tree/main/baselines) in this repository — all fifteen prior methods, both datasets
 
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  @article{do2026reflowset,
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  title = {ReFlowSET: Representation-Aligned Latent Flow Matching for SAR-to-EO Image Translation},
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  author = {Do, Jeonghyeok and Lee, Seungchul and Kim, Munchurl},
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+ journal={IEEE Geoscience and Remote Sensing Letters},
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+ year={2026},
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+ publisher={IEEE}
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  }
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  ```
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+ ### Prior work
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+
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+ **[C-DiffSET](https://github.com/KAIST-VICLab/C-DiffSET)** ([project page](https://kaist-viclab.github.io/C-DiffSET_site/)), IEEE TCSVT 2026: SAR-to-EO translation with latent diffusion. ReFlowSET builds on it and compares against it.
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  ```bibtex
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  @article{do2026cdiffset,
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+ title={C-diffset: Leveraging latent diffusion for sar-to-eo image translation with confidence-guided reliable object generation},
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+ author={Do, Jeonghyeok and Lee, Jaehyup and Lee, Seungchul and Kim, Munchurl},
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+ journal={IEEE Transactions on Circuits and Systems for Video Technology},
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+ year={2026},
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+ publisher={IEEE}
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+ }
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+ ```
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+
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+ ### Follow-up work
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+
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+ **[GeoSET](https://github.com/KAIST-VICLab/GeoSET)** ([project page](https://kaist-viclab.github.io/GeoSET_site/)), arXiv 2026: generalist foundation model for SAR-to-EO translation.
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+
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+ ```bibtex
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+ @article{do2026geoset,
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+ title={GeoSET: Generalist Foundation Model for SAR-to-EO Image Translation},
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+ author={Do, Jeonghyeok and Kim, Munchurl},
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+ journal={arXiv preprint arXiv:2609.37496},
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+ year={2026}
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  }
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  ```
baselines/README.md CHANGED
@@ -302,9 +302,10 @@ If you use this benchmark or any of these weights, please cite ReFlowSET:
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  ```bibtex
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  @article{do2026reflowset,
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  title = {ReFlowSET: Representation-Aligned Latent Flow Matching for SAR-to-EO Image Translation},
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- author = {Jeonghyeok Do<sup>1</sup>, Seungchul Lee<sup>2</sup>, Munchurl Kim<sup>1*</sup>},
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- journal = {arXiv preprint arXiv:2609.00968},
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- year = {2026}
 
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  }
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  ```
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  ```bibtex
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  @article{do2026reflowset,
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  title = {ReFlowSET: Representation-Aligned Latent Flow Matching for SAR-to-EO Image Translation},
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+ author = {Do, Jeonghyeok and Lee, Seungchul and Kim, Munchurl},
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+ journal={IEEE Geoscience and Remote Sensing Letters},
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+ year={2026},
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+ publisher={IEEE}
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  }
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  ```
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