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20242026
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cs.CV2026

UniVid: Pyramid Diffusion Model for High Quality Video Generation

Xinyu Xiao, Binbin Yang, Tingtian Li +2

Diffusion-based text-to-video generation (T2V) or image-to-video (I2V) generation have emerged as a prominent research focus. However, there exists a challenge in integrating the t…

cs.CV2026

A Dual-Branch Framework for Semantic Change Detection with Boundary and Temporal Awareness

Yun-Cheng Li, Sen Lei, Heng-Chao Li +1

Semantic Change Detection (SCD) aims to detect and categorize land-cover changes from bi-temporal remote sensing images. Existing methods often suffer from blurred boundaries and i…

cs.CV2025

Mamba-MOC: A Multicategory Remote Object Counting via State Space Model

Peng Liu, Sen Lei, Heng-Chao Li

Multicategory remote object counting is a fundamental task in computer vision, aimed at accurately estimating the number of objects of various categories in remote images. Existing…

cs.CV2025

Exploring Generalizable Pre-training for Real-world Change Detection via Geometric Estimation

Yitao Zhao, Sen Lei, Nanqing Liu +3

As an essential procedure in earth observation system, change detection (CD) aims to reveal the spatial-temporal evolution of the observation regions. A key prerequisite for existi…

cs.CV2025

SAM-Based Building Change Detection with Distribution-Aware Fourier Adaptation and Edge-Constrained Warping

Yun-Cheng Li, Sen Lei, Yi-Tao Zhao +3

Building change detection remains challenging for urban development, disaster assessment, and military reconnaissance. While foundation models like Segment Anything Model (SAM) sho…

cs.CV2025

RCCFormer: A Robust Crowd Counting Network Based on Transformer

Peng Liu, Heng-Chao Li, Sen Lei +3

Crowd counting, which is a key computer vision task, has emerged as a fundamental technology in crowd analysis and public safety management. However, challenges such as scale varia…