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cs.CV2025

VASA-3D: Lifelike Audio-Driven Gaussian Head Avatars from a Single Image

Sicheng Xu, Guojun Chen, Jiaolong Yang +4

We propose VASA-3D, an audio-driven, single-shot 3D head avatar generator. This research tackles two major challenges: capturing the subtle expression details present in real human…

cs.CV2025

Incorporating Pre-trained Diffusion Models in Solving the Schrödinger Bridge Problem

Zhicong Tang, Tiankai Hang, Shuyang Gu +2

This paper aims to unify Score-based Generative Models (SGMs), also known as Diffusion models, and the Schrödinger Bridge (SB) problem through three reparameterization techniques:…

cs.CV2025

Gaussian Variation Field Diffusion for High-fidelity Video-to-4D Synthesis

Bowen Zhang, Sicheng Xu, Chuxin Wang +4

In this paper, we present a novel framework for video-to-4D generation that creates high-quality dynamic 3D content from single video inputs. Direct 4D diffusion modeling is extrem…

cs.CV2025

ART: Anonymous Region Transformer for Variable Multi-Layer Transparent Image Generation

Yifan Pu, Yiming Zhao, Zhicong Tang +14

Multi-layer image generation is a fundamental task that enables users to isolate, select, and edit specific image layers, thereby revolutionizing interactions with generative model…

cs.CV2025

Diffusion Models without Classifier-free Guidance

Zhicong Tang, Jianmin Bao, Dong Chen +1

This paper presents Model-guidance (MG), a novel objective for training diffusion model that addresses and removes of the commonly used Classifier-free guidance (CFG). Our innovati…

cs.CV2024

MageBench: Bridging Large Multimodal Models to Agents

Miaosen Zhang, Qi Dai, Yifan Yang +6

LMMs have shown impressive visual understanding capabilities, with the potential to be applied in agents, which demand strong reasoning and planning abilities. Nevertheless, existi…