#image-text alignment

try —

3 papers match

cs.CV2026

Visual Credit Audit for Multimodal Spatial Reasoning

Feixiang Liu, Qiang Qiu, Lanbo Sun +3

The paper introduces Visual Credit Audit (VCA), a method to quantify how much an image actually contributes to a multimodal model’s answer on spatial reasoning tasks, separating co…

#visual credit audit#multimodal spatial reasoning#benchmark evaluation#large language models

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…

#contrastive learning#image-text alignment#representation learning#aspect-guided regularization

cs.CV2026

SOLAR: Self-supervised Joint Learning for Symmetric Multimodal Retrieval

Wenjie Yang, Hang Yu, Yuyu Guo +1

The paper introduces SOLAR, a self‑supervised two‑stage framework for symmetric multimodal‑to‑multimodal retrieval that learns intersection masks from large unlabeled image‑text pa…

#multimodal retrieval#self-supervised learning#symmetric retrieval#image-text alignment