Self-corrected flow distillation for consistent one-step and few-step text-to-image generation
Flow matching has emerged as a promising framework for training generative models,
demonstrating impressive empirical performance while offering relative ease of training …
demonstrating impressive empirical performance while offering relative ease of training …
FADA: Fast Diffusion Avatar Synthesis with Mixed-Supervised Multi-CFG Distillation
Diffusion-based audio-driven talking avatar methods have recently gained attention for their
high-fidelity, vivid, and expressive results. However, their slow inference speed limits …
high-fidelity, vivid, and expressive results. However, their slow inference speed limits …
Nitrofusion: High-fidelity single-step diffusion through dynamic adversarial training
DY Chen, H Bandyopadhyay, K Zou… - arxiv preprint arxiv …, 2024 - arxiv.org
We introduce NitroFusion, a fundamentally different approach to single-step diffusion that
achieves high-quality generation through a dynamic adversarial framework. While one-step …
achieves high-quality generation through a dynamic adversarial framework. While one-step …
SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device
We have witnessed the unprecedented success of diffusion-based video generation over
the past year. Recently proposed models from the community have wielded the power to …
the past year. Recently proposed models from the community have wielded the power to …
SNOOPI: Supercharged One-step Diffusion Distillation with Proper Guidance
Recent approaches have yielded promising results in distilling multi-step text-to-image
diffusion models into one-step ones. The state-of-the-art efficient distillation technique, ie …
diffusion models into one-step ones. The state-of-the-art efficient distillation technique, ie …
Human Body Restoration with One-Step Diffusion Model and A New Benchmark
J Gong, J Wang, Z Chen, X Liu, H Gu, Y Zhang… - arxiv preprint arxiv …, 2025 - arxiv.org
Human body restoration, as a specific application of image restoration, is widely applied in
practice and plays a vital role across diverse fields. However, thorough research remains …
practice and plays a vital role across diverse fields. However, thorough research remains …