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20242026
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cs.CV2026

VCP-DCN: Beyond Visual Concealed Property via Depth Collaborative Network for Camouflaged Object Detection

Songsong Duan, Xi Yang, Nannan Wang

Camouflaged Object Detection (COD) aims to identify and segment camouflaged objects in complex environments, which are often concealed because their color and texture are similar t…

cs.CV2025

Unleashing the Multi-View Fusion Potential: Noise Correction in VLM for Open-Vocabulary 3D Scene Understanding

Xingyilang Yin, Jiale Wang, Xi Yang +3

Recent open-vocabulary 3D scene understanding approaches mainly focus on training 3D networks through contrastive learning with point-text pairs or by distilling 2D features into 3…

cs.CV2025

Pro2SAM: Mask Prompt to SAM with Grid Points for Weakly Supervised Object Localization

Xi Yang, Songsong Duan, Nannan Wang +1

Weakly Supervised Object Localization (WSOL), which aims to localize objects by only using image-level labels, has attracted much attention because of its low annotation cost in re…

cs.CV2025

CSHNet: A Novel Information Asymmetric Image Translation Method

Xi Yang, Haoyuan Shi, Zihan Wang +2

Despite advancements in cross-domain image translation, challenges persist in asymmetric tasks such as SAR-to-Optical and Sketch-to-Instance conversions, which involve transforming…

cs.CV2024

Mamba-CL: Optimizing Selective State Space Model in Null Space for Continual Learning

De Cheng, Yue Lu, Lingfeng He +4

Continual Learning (CL) aims to equip AI models with the ability to learn a sequence of tasks over time, without forgetting previously learned knowledge. Recently, State Space Mode…