benchmark dataset 1contextual relevance 1cross-modal evaluation 1image quality 1large language models 1multimodal scoring 1peer review evaluation 1scientific figure assessment 1scientific figure quality assessment 1visual-text alignment 1
From the 2 of 3 linked papers with an AI index.
3 papers
cs.CV2026
SciFigQual-Bench: A Benchmark for Scientific Figure Quality Assessment with Full-Manuscript Context
Zihan Deng, Chuanzhi Xu, Huiqi Liang +3
The paper introduces SciFigQual-Bench, a benchmark dataset that evaluates the quality of scientific figures within full manuscript context across five dimensions, and presents a cr…
cs.CV2026
SciFigAlign: Scoring Scientific Figures by Fine-tuned Alignment of Visuals with Manuscript Evidence
Chuanzhi Xu, Zihan Deng, Huiqi Liang +4
The paper introduces SciFigAlign, a multimodal model that scores scientific figures by aligning visual content with manuscript evidence, using fine‑tuned CLIP and SciBERT to predic…
cs.CV2026
Aes3D: Aesthetic Assessment in 3D Gaussian Splatting
Chuanzhi Xu, Boyu Wei, Haoxian Zhou +5
As 3D Gaussian Splatting (3DGS) gains attention in immersive media and digital content creation, assessing the aesthetics of 3D scenes becomes important in helping creators build m…