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We train the models from scratch using a randomly initialized network for the encoder layers

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cs.CV 1

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2026 1

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UNVERDICTED 1

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Deformba: Vision State Space Model with Adaptive State Fusion

cs.CV · 2026-05-20 · unverdicted · novelty 6.0

Deformba introduces context-adaptive state fusion to vision SSMs for better spatial augmentation and cross-stream interactions, showing strong results on 2D classification/detection/segmentation and 3D BEV perception benchmarks.

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  • Deformba: Vision State Space Model with Adaptive State Fusion cs.CV · 2026-05-20 · unverdicted · none · ref 13

    Deformba introduces context-adaptive state fusion to vision SSMs for better spatial augmentation and cross-stream interactions, showing strong results on 2D classification/detection/segmentation and 3D BEV perception benchmarks.