Rethinking Early-Fusion Strategies for Improved Multispectral Object Detection

1 code implementation • 25 May 2024 • Xue Zhang, Si-Yuan Cao, Fang Wang, Runmin Zhang, Zhe Wu, Xiaohan Zhang, Xiaokai Bai, Hui-Liang Shen

In this paper, we address this issue by improving the performance of efficient single-branch structures.

SGDFormer: One-stage Transformer-based Architecture for Cross-Spectral Stereo Image Guided Denoising

no code implementations • 30 Mar 2024 • Runmin Zhang, Zhu Yu, Zehua Sheng, Jiacheng Ying, Si-Yuan Cao, Shu-Jie Chen, Bailin Yang, Junwei Li, Hui-Liang Shen

Our transformer block contains a noise-robust cross-attention (NRCA) module and a spatially variant feature fusion (SVFF) module.

Denoising Super-Resolution

Recurrent Homography Estimation Using Homography-Guided Image Warping and Focus Transformer

1 code implementation • CVPR 2023 • Si-Yuan Cao, Runmin Zhang, Lun Luo, Beinan Yu, Zehua Sheng, Junwei Li, Hui-Liang Shen

We propose the Recurrent homography estimation framework using Homography-guided image Warping and Focus transformer (FocusFormer), named RHWF.

Homography Estimation