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20242026
most citedFlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models

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cs.CV2026

3DMedAgent: Unified Perception-to-Understanding for 3D Medical Analysis

Ziyue Wang, Linghan Cai, Chang Han Low +8

3D CT analysis spans a continuum from low-level perception to high-level clinical understanding. Existing 3D-oriented analysis methods adopt either isolated task-specific modeling…

cs.CV2026

Can Vision Language Models Assess Graphic Design Aesthetics? A Benchmark, Evaluation, and Dataset Perspective

Arctanx An, Shizhao Sun, Danqing Huang +5

Assessing the aesthetic quality of graphic design is central to visual communication, yet remains underexplored in vision language models (VLMs). We investigate whether VLMs can ev…

cs.CV2026

SceneReVis: A Self-Reflective Vision-Grounded Framework for 3D Indoor Scene Synthesis via Multi-turn RL

Yang Zhao, Shizhao Sun, Meisheng Zhang +3

Current one-pass 3D scene synthesis methods often suffer from spatial hallucinations, such as collisions, due to a lack of deliberative reasoning. To bridge this gap, we introduce…

cs.CV2026

ReLayout: Versatile and Structure-Preserving Design Layout Editing via Relation-Aware Design Reconstruction

Jiawei Lin, Shizhao Sun, Danqing Huang +3

Automated redesign without manual adjustments marks a key step forward in the design workflow. In this work, we focus on a foundational redesign task termed design layout editing,…

cs.CV2026

Thinking with Blueprints: Assisting Vision-Language Models in Spatial Reasoning via Structured Object Representation

Weijian Ma, Shizhao Sun, Tianyu Yu +3

Spatial reasoning -- the ability to perceive and reason about relationships in space -- advances vision-language models (VLMs) from visual perception toward spatial semantic unders…

cs.CV2026

CADMorph: Geometry-Driven Parametric CAD Editing via a Plan-Generate-Verify Loop

Weijian Ma, Shizhao Sun, Ruiyu Wang +1

A Computer-Aided Design (CAD) model encodes an object in two coupled forms: a parametric construction sequence and its resulting visible geometric shape. During iterative design, a…