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5 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

CrossWeaver: Cross-modal Weaving for Arbitrary-Modality Semantic Segmentation

Zelin Zhang, Kedi Li, Huiqi Liang +3

Multimodal semantic segmentation has shown great potential in leveraging complementary information across diverse sensing modalities. However, existing approaches often rely on car…

cs.GR2026

DrawVideo: Generating Long Video from Storyboard Keyframe Sketches

Chuanzhi Xu, Huiqi Liang, Bang Shi +7

Long video generation requires high-fidelity synthesis, coherent narrative structure, and user control over extended time spans. Existing text-to-video methods often rely on a sing…

cs.CV2026

RxnBench: A Multimodal Benchmark for Evaluating Large Language Models on Chemical Reaction Understanding from Scientific Literature

Hanzheng Li, Xi Fang, Yixuan Li +9

The integration of Multimodal Large Language Models (MLLMs) into chemistry promises to revolutionize scientific discovery, yet their ability to comprehend the dense, graphical lang…