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20242026
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cs.CV2025

TalkVid: A Large-Scale Diversified Dataset for Audio-Driven Talking Head Synthesis

Shunian Chen, Hejin Huang, Yexin Liu +10

Audio-driven talking head synthesis has achieved remarkable photorealism, yet state-of-the-art (SOTA) models exhibit a critical failure: they lack generalization to the full spectr…

cs.CV2025

MedGen: Unlocking Medical Video Generation by Scaling Granularly-annotated Medical Videos

Rongsheng Wang, Junying Chen, Ke Ji +4

Recent advances in video generation have shown remarkable progress in open-domain settings, yet medical video generation remains largely underexplored. Medical videos are critical…

cs.CV2025

ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation

Junying Chen, Zhenyang Cai, Pengcheng Chen +5

Recent advances in multimodal generative models have unlocked photorealistic, instruction-aligned image generation, yet leading systems like GPT-4o-Image remain proprietary and ina…

cs.CV2025

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging

Zhenyang Cai, Junying Chen, Rongsheng Wang +6

Medical imaging provides essential visual insights for diagnosis, and multimodal large language models (MLLMs) are increasingly utilized for its analysis due to their strong genera…

cs.CV2024

HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Junying Chen, Chi Gui, Ruyi Ouyang +10

The rapid development of multimodal large language models (MLLMs), such as GPT-4V, has led to significant advancements. However, these models still face challenges in medical multi…