Panwang Pan

Panwang Pan | 潘攀望

Hi! I’m Panwang Pan. I am currently a Senior Researcher at ByteDance, focusing on the intersection of 🎨 Generative AI and Multimodal Learning.

With a background as a Senior Algorithm Engineer at Alibaba Cloud, I bridge the gap between research and production. I have successfully deployed models into complex real-world systems, including: (i) embedded devices and (ii) cloud-based AI platforms, specifically deploying algorithms for the Aliyun Cloud AI-Box.

I earned my Master's from Xiamen University (School of Informatics) in 2019.

Email / Google Scholar / Github / Wechat

📑 Selected Publications ( Google Scholar )

Generative AI

NeurIPS 2025

PartCrafter: Structured 3D Mesh Generation via Compositional Latent Diffusion Transformers

[Paper] [Project] [Code]

PartCrafter is a structured 3D generative model that jointly generates multiple parts and objects from a single RGB image in one shot.

NeurIPS 2024

HumanSplat: Generalizable Single-Image Human Gaussian Splatting with Structure Priors

[Openreview] [Paper] [Project] [Code]

HumanSplat predicts the 3D Gaussian Splatting properties of any human from a single input image in a generalizable manner.

ICLR 2025

DiffSplat: Repurposing Image Diffusion Models for Scalable Gaussian Splatting Generation

[Openreview] [Paper] [Project] [Code]

DiffSplat is a novel 3D generative framework that natively generates 3D Gaussians by taming large-scale text-to-image diffusion models. DiffSplat directly generates 3D Gaussians from text prompts or single-view images in 1–2 seconds and achieves SOTA 3D reconstruction results.

TPAMI 2025

InstructLayout: Instruction-Driven 2D and 3D Layout Synthesis with Semantic Graph Prior

Chenguo Lin, Yuchen Lin, Panwang Pan, Xuanyang Zhang, Yadong Mu
[Paper] [Project] [Code]

InstructLayout is a novel generative framework that integrates a semantic graph prior and a layout decoder to improve controllability and fidelity for 2D and 3D layout synthesis.

Preprint 2025

MoVieS: Motion-Aware 4D Dynamic View Synthesis in One Second

[Paper] [Project] [Code]

MoVieS is a feed-forward framework that jointly reconstructs appearance, geometry and motion for 4D scene perception from monocular videos.

Preprint 2025

Diff4Splat: Controllable 4D Scene Generation with Latent Dynamic Reconstruction Models

Panwang Pan, Chenguo Lin*, Jingjing Zhao, Chenxin Li, Yuchen Lin, Kairun Wen, Yunlong Lin, Yixuan Yuan, Yadong Mu, Zhiwen Fan

[Paper] [Project] [Code]

Diff4Splat is a generalizable framework for controllable 4D scene generation from a single image using a video diffusion model.

ICLR 2025 🌟 spotlight 🌟

4K4DGEN: Panoramic 4D Generation at 4K Resolution

[Openreview] [Paper] [Project] [Code]

4K4DGEN achieves high-quality Panorama-to-4D generation at a resolution of 4K for the first time using efficient splatting techniques for real-time exploration.

NeurIPS 2025

DynamicVerse: Physically-Aware Multimodal Modeling for Dynamic 4D Worlds

[Paper] [Project] [Code]

DynamicVerse is a physical‑scale, multimodal 4D modeling framework for real-world video.

Multi-modal Learning

NeurIPS 2025

JarvisArt: Liberating Human Artistic Creativity via an Intelligent Photo Retouching Agent

Yunlong Lin, Zixu Lin, Kunjie Lin, Jinbin Bai, Panwang Pan, Chenxin Li, Haoyu Chen, Zhongdao Wang, Xinghao Ding‡, Wenbo Li, Shuicheng Yan^‡

[Paper] [Project] [Code]

JarvisArt outperforms GPT-4o with a 60% improvement in average pixel-level metrics on MMArt-Bench for content fidelity, while maintaining comparable instruction-following capabilities.

CVPR 2025

JarvisIR: Elevating Autonomous Driving Perception with Intelligent Image Restoration

[Paper] [Project] [Code]

JarvisIR is a VLM-powered intelligent system that dynamically schedules expert models for restoration.

💼 Experience

ByteDance Ltd, Beijing, China, Senior Computer Vision Algorithm Engineer, advised by Cheng Chen and Zeming Li.	08/2022 - Present
Alibaba Cloud, Hangzhou, China, Senior Computer Vision Algorithm Engineer	07/2019 - 07/2022
DevTech Compute, NVIDIA, Beijing, China, AI Developer Technology Engineer Intern advised by Xipeng Li .	07/2018 - 10/2018

🏆 Selected Awards

2024: “Star Team Award” Innovation Breakthrough Award, ByteDance

2023: “Star Team Award” Innovation Breakthrough Award, ByteDance

2022: ByteStyle Award, ByteDance

2019: Outstanding Graduates of Xiamen University

2018: National Scholarship for Postgraduates, Ministry of Education (the highest honor scholarship in China)

2018: First Prize of GEDC, Second Prize of MCM & CPIPC

2017: ZhongXian Huang Scholarship, Xiamen University (about 10 awards per year)

2015: National Scholarship for Undergraduates (the highest honor scholarship in China)

💬 Miscellaneous

Conference Reviewer: NeurIPS, ICLR, CVPR, ICML, ICCV, ACM MM