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Xianyi He

3 accepted papers

2025

Identity-Preserving Text-to-Video Generation by Frequency Decomposition

CVPR 2025highlight

Identity-preserving text-to-video (IPT2V) generation aims to create high-fidelity videos with consistent human identity. It is an important task in video generation but remains an open problem for generative models. This paper pushes the technical frontier of IPT2V in two directions that have not b…

2025

ImgEdit: A Unified Image Editing Dataset and Benchmark

NeurIPS 2025poster

Recent advancements in generative models have enabled high-fidelity text-to-image generation. However, open-source image-editing models still lag behind their proprietary counterparts, primarily due to limited high-quality data and insufficient benchmarks. To overcome these limitations, we introduce…

Cited by 0SourcecodeScholar
2025

OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation

NeurIPS 2025poster

Subject-to-Video (S2V) generation aims to create videos that faithfully incorporate reference content, providing enhanced flexibility in the production of videos. To establish the infrastructure for S2V generation, we propose **OpenS2V-Nexus**, consisting of (i) **OpenS2V‑Eval**, a fine‑grained benc…

Cited by 0SourceScholar