Author

Jin Jiang

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Preprint Sep 2026

Enhanced Deformable Convolution with Center-invariant Offset and Edge-aware Mask

Experiments show that EDC outperforms state-of-the-art deformable convolution variants, including Deformable ConvNets V1-V4 and Entire Deformable ConvNets, across mainstream segmentation datasets with various decoder settings, and ablation studies confirm the effectiveness of each component.

Yi-Xiao Li, Xiao-Yuan Yang, Jin Jiang et al. · 0 citations

Preprint Jul 2026

FADRA: Frequency-Aware Diffusion with Residual Adaptation for Video Face Restoration

FADRA, a frequency-aware diffusion framework with iterative residual adaptation specifically tailored for robust VFR, is proposed and a Frequency-Aware Loss is introduced that provides explicit supervision across multiple spectral bands, emphasizing visually sensitive frequency components that are crucial for perceptua...

Jin Jiang, Jia Wang, Panwen Hu et al. · 0 citations