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- Visual State Space backbone fused with explicit spatio–frequency cues, bidirectional change guidance, and class-imbalance-aware loss—delivering robust, precise semantic change detection under tough illumination/seasonal shifts and severe long-tail labels.
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  ### SECOND Layout
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- ```
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  /path/to/SECOND/
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  ├── train/
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  │ ├── A/ # T1 images
 
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+ Official implementation for the paper https://huggingface.co/papers/2508.08232. Visual State Space backbone fused with explicit spatio–frequency cues, bidirectional change guidance, and class-imbalance-aware loss—delivering robust, precise semantic change detection under tough illumination/seasonal shifts and severe long-tail labels.
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  ### SECOND Layout
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+ ```yaml
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  /path/to/SECOND/
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  ├── train/
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  │ ├── A/ # T1 images