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cs.CV2025

Inferix: A Block-Diffusion based Next-Generation Inference Engine for World Simulation

Inferix Team, Tianyu Feng, Yizeng Han +13

World models serve as core simulators for fields such as agentic AI, embodied AI, and gaming, capable of generating long, physically realistic, and interactive high-quality videos.…

eess.AS2025

MeanSE: Efficient Generative Speech Enhancement with Mean Flows

Jiahe Wang, Hongyu Wang, Wei Wang +5

Speech enhancement (SE) improves degraded speech's quality, with generative models like flow matching gaining attention for their outstanding perceptual quality. However, the flow-…

eess.AS2025

P.808 Multilingual Speech Enhancement Testing: Approach and Results of URGENT 2025 Challenge

Marvin Sach, Yihui Fu, Kohei Saijo +9

In speech quality estimation for speech enhancement (SE) systems, subjective listening tests so far are considered as the gold standard. This should be even more true considering t…

eess.AS2025

URGENT-PK: Perceptually-Aligned Ranking Model Designed for Speech Enhancement Competition

Jiahe Wang, Chenda Li, Wei Wang +11

The Mean Opinion Score (MOS) is fundamental to speech quality assessment. However, its acquisition requires significant human annotation. Although deep neural network approaches, s…

eess.AS2025

Lessons Learned from the URGENT 2024 Speech Enhancement Challenge

Wangyou Zhang, Kohei Saijo, Samuele Cornell +10

The URGENT 2024 Challenge aims to foster speech enhancement (SE) techniques with great universality, robustness, and generalizability, featuring a broader task definition, large-sc…

eess.AS2025

Interspeech 2025 URGENT Speech Enhancement Challenge

Kohei Saijo, Wangyou Zhang, Samuele Cornell +9

There has been a growing effort to develop universal speech enhancement (SE) to handle inputs with various speech distortions and recording conditions. The URGENT Challenge series…