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cs.CV2026

ICME 2026 Grand Challenge on Cross-Scenario Defect Detection and Fine-Grained Severity Grading for High-Precision Manufacturing

Wei Sun, Weixia Zhang, Linhan Cao +30

This paper presents the IEEE International Conference on Multimedia and Expo (ICME) 2026 Grand Challenge on Cross-Scenario Defect Detection and Fine-Grained Severity Grading for Hi…

cs.CV2026

Taming Real-World Space-Time Video Super-Resolution with One-Step Diffusion

Shuoyan Wei, Feng Li, Chen Zhou +3

Diffusion models have demonstrated exceptional success in video super-resolution (VSR), exhibiting powerful capabilities for generating fine-grained details. However, their potenti…

cs.CV2026

M-SAM: Multi-Modal Mixture-of-Experts with Memory-Augmented SAM for RGB-D Video Salient Object Detection

Jiyuan Liu, Jia Lin, Xiaofei Zhou +3

The Segment Anything Model 2 (SAM2) has emerged as a foundation model for universal segmentation. Owing to its generalizable visual representations, SAM2 has been successfully appl…

cs.CV2026

GA2-CLIP: Generic Attribute Anchor for Efficient Prompt Tuningin Video-Language Models

Bin Wang, Ruotong Hu, Wentong Li +5

Visual and textual soft prompt tuning can effectively improve the adaptability of Vision-Language Models (VLMs) in downstream tasks. However, fine-tuning on video tasks impairs the…

cs.CV2026

G2HFNet: GeoGran-Aware Hierarchical Feature Fusion Network for Salient Object Detection in Optical Remote Sensing Images

Bin Wan, Runmin Cong, Xiaofei Zhou +3

Remote sensing images captured from aerial perspectives often exhibit significant scale variations and complex backgrounds, posing challenges for salient object detection (SOD). Ex…

cs.CV2026

RSONet: Region-guided Selective Optimization Network for RGB-T Salient Object Detection

Bin Wan, Runmin Cong, Xiaofei Zhou +3

This paper focuses on the inconsistency in salient regions between RGB and thermal images. To address this issue, we propose the Region-guided Selective Optimization Network for RG…