aspect-guided regularization 1contrastive learning 1image-text alignment 1multimodal models 1representation learning 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
AspectCLIP: Optimizing CLIP Representation Space via Aspect-Guided Consistency Regularization
Yiyang Yao, Shanglin Liu, Jianming Lv +4
The paper introduces AspectCLIP, a method that groups image-text pairs by shared textual aspects and applies consistency regularization within these groups to avoid forcing unrelat…
cs.CV2026
TSJNet: A Multi-modality Target and Semantic Awareness Joint-driven Image Fusion Network
Yuchan Jie, Yushen Xu, Xiaosong Li +3
This study aims to address the problem of incomplete information in unimodal images for semantic segmentation and object detection tasks. Existing multimodal fusion methods suffer…
cs.CV2025
FS-Diff: Semantic guidance and clarity-aware simultaneous multimodal image fusion and super-resolution
Yuchan Jie, Yushen Xu, Xiaosong Li +3
As an influential information fusion and low-level vision technique, image fusion integrates complementary information from source images to yield an informative fused image. A few…