Empowering LLMs to Understand and Generate Complex Vector Graphics
Ximing Xing, Juncheng Hu, Guotao Liang, Jing Zhang, Dong Xu, Qian Yu
2025Year
26Top-tier citations
Abstract
A vector graphic of a bunch of purple grapes with seven individual fruits and green leaves. This graphic is composed of 14 path elements, organized into 8 groups, each representing a different grape.
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Install the CLIlune papers fulltext 20bcc9de-7541-4877-88be-cbb7f546f67bCited by top-tier papers26
- OmniSVG: A Unified Scalable Vector Graphics Generation ModelYiying Yang, Wei Cheng, Sijin Chen, Xianfang Zeng et al.NeurIPS 2025 · 90 citations
- CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric RewardYandong Guan, Xilin Wang, Ximing Xing, Jing Zhang et al.NeurIPS 2025 · 64 citations
- Rendering-Aware Reinforcement Learning for Vector Graphics GenerationJuan A. Rodríguez, Haotian Zhang, Abhay Puri, Rishav Pramanik et al.NeurIPS 2025 · 42 citations
- VAnim: Rendering-Aware Sparse State Modeling for Structure-Preserving Vector AnimationGuotao Liang, Zhangcheng Wang, Chuang Wang, Juncheng Hu et al.ICML 2026 · 11 citations
- LottieGPT: Tokenizing Vector Animation for Autoregressive GenerationJunhao Chen, Kejun Gao, Yuehan Cui, Mingze Sun et al.CVPR 2026 · 10 citations
Builds on31
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Visual Instruction TuningHaotian Liu, Chunyuan Li, Qingyang Wu, Yong Jae LeeNeurIPS 2023 · 11,349 citations
- BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and GenerationJunnan Li, Dongxu Li, Caiming Xiong, Steven C. H. HoiICML 2022 · 6,549 citations
- QLoRA: Efficient Finetuning of Quantized LLMsTim Dettmers, Artidoro Pagnoni, Ari Holtzman, Luke ZettlemoyerNeurIPS 2023 · 5,863 citations
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