Efficient Diffusion Training via Min-SNR Weighting Strategy

16 March 2023

Jianmin Bao

Papers citing "Efficient Diffusion Training via Min-SNR Weighting Strategy"

50 / 112 papers shown

Title
JointDiT: Enhancing RGB-Depth Joint Modeling with Diffusion Transformers Kwon Byung-Ki Qi Dai Lee Hyoseok Chong Luo Tae-Hyun Oh 59 0 0 01 May 2025
Can We Achieve Efficient Diffusion without Self-Attention? Distilling Self-Attention into Convolutions Ziyi Dong Chengxing Zhou Weijian Deng Pengxu Wei Xiangyang Ji Liang Lin MQ 46 0 0 30 Apr 2025
Sparse-to-Sparse Training of Diffusion Models Inês Cardoso Oliveira Decebal Constantin Mocanu Luis A. Leiva DiffM 78 0 0 30 Apr 2025
RealisDance-DiT: Simple yet Strong Baseline towards Controllable Character Animation in the Wild Jingkai Zhou Yifan Wu Shikai Li Min Wei Chao Fan Weihua Chen Wei Jiang Fan Wang VGen 37 1 0 21 Apr 2025
Aligning Generative Denoising with Discriminative Objectives Unleashes Diffusion for Visual Perception Ziqi Pang Xin Xu Yu-Xiong Wang DiffM 60 0 0 15 Apr 2025
Early-Bird Diffusion: Investigating and Leveraging Timestep-Aware Early-Bird Tickets in Diffusion Models for Efficient Training Lexington Whalen Zhenbang Du Haoran You Chaojian Li Sixu Li Yingyan 31 0 0 13 Apr 2025
DMol: A Schedule-Driven Diffusion Model for Highly Efficient and Versatile Molecule Generation Peizhi Niu Yu-Hsiang Wang Vishal Rana Chetan Rupakheti Abhishek Pandey O. Milenkovic 26 0 0 08 Apr 2025
Diffusion-Based Approximate MPC: Fast and Consistent Imitation of Multi-Modal Action Distributions Pau Marquez Julbe Julian Nubert Henrik Hose Sebastian Trimpe K. J. Kuchenbecker 26 0 0 06 Apr 2025
Effective Cloud Removal for Remote Sensing Images by an Improved Mean-Reverting Denoising Model with Elucidated Design Space Yi Liu Wengen Li Jihong Guan S. Kevin Zhou Yichao Zhang DiffM 47 1 0 31 Mar 2025
Generative Latent Neural PDE Solver using Flow Matching Zijie Li Anthony Y. Zhou Amir Barati Farimani DiffM AI4CE 67 0 0 28 Mar 2025
Towards Generating Realistic 3D Semantic Training Data for Autonomous Driving Lucas Nunes Rodrigo Marcuzzi Jens Behley C. Stachniss 3DPC 78 0 0 27 Mar 2025
Optimal Stepsize for Diffusion Sampling Jianning Pei Han Hu Shuyang Gu 46 0 0 27 Mar 2025
Unified Multimodal Discrete Diffusion Alexander Swerdlow Mihir Prabhudesai Siddharth Gandhi Deepak Pathak Katerina Fragkiadaki DiffM 68 0 0 26 Mar 2025
Exploring Robustness of Cortical Morphometry in the presence of white matter lesions, using Diffusion Models for Lesion Filling Vinzenz Uhr I. Díaz C. Rummel Richard McKinley MedIm 57 0 0 26 Mar 2025
TimeStep Master: Asymmetrical Mixture of Timestep LoRA Experts for Versatile and Efficient Diffusion Models in Vision Shaobin Zhuang Yiwei Guo Yanbo Ding Kunchang Li Xinyuan Chen Yaohui Wang Fangyikang Wang Ying Zhang Chen Li Y. Wang 43 0 0 10 Mar 2025
History-Guided Video Diffusion Kiwhan Song Boyuan Chen Max Simchowitz Yilun Du Russ Tedrake Vincent Sitzmann VGen 109 7 0 10 Feb 2025
Conditional Diffusion Models are Medical Image Classifiers that Provide Explainability and Uncertainty for Free Gian Mario Favero Parham Saremi Emily Kaczmarek Brennan Nichyporuk Tal Arbel DiffM MedIm 65 0 0 06 Feb 2025
DiffSplat: Repurposing Image Diffusion Models for Scalable Gaussian Splat Generation Chenguo Lin Panwang Pan Bangbang Yang Zeming Li Yadong Mu 3DGS 74 7 0 28 Jan 2025
Improving Video Generation with Human Feedback Jie Liu Gongye Liu Jiajun Liang Ziyang Yuan Xiaokun Liu ... Pengfei Wan Di Zhang Kun Gai Yujiu Yang Wanli Ouyang VGen EGVM 56 13 0 23 Jan 2025
Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond Weiyu Chen Xiaoyuan Zhang Baijiong Lin Xi Victoria Lin Han Zhao Qingfu Zhang James T. Kwok 73 2 0 19 Jan 2025
TangoFlux: Super Fast and Faithful Text to Audio Generation with Flow Matching and Clap-Ranked Preference Optimization Chia-Yu Hung Navonil Majumder Zhifeng Kong Ambuj Mehrish Rafael Valle Bryan Catanzaro Soujanya Poria Bryan Catanzaro Soujanya Poria 52 5 0 30 Dec 2024
Efficient Diffusion Transformer Policies with Mixture of Expert Denoisers for Multitask Learning Moritz Reuss Jyothish Pari Pulkit Agrawal Rudolf Lioutikov DiffM MoE 74 5 0 17 Dec 2024
MuLan: Adapting Multilingual Diffusion Models for Hundreds of Languages with Negligible Cost Sen Xing Muyan Zhong Zeqiang Lai Liangchen Li J. Liu Yaohui Wang Jifeng Dai Wenhai Wang 70 1 0 02 Dec 2024
Open-Sora Plan: Open-Source Large Video Generation Model Bin Lin Yunyang Ge Xinhua Cheng Zongjian Li Bin Zhu ... Zhang Pan Xing Zhou Shaoling Dong Yonghong Tian Li-xin Yuan VLM VGen 116 58 0 28 Nov 2024
Artificial Intelligence for Biomedical Video Generation Linyuan Li Jianing Qiu Anujit Saha Lin Li Poyuan Li Mengxian He Ziyu Guo Wu Yuan VGen 58 1 0 12 Nov 2024
Boosting Latent Diffusion with Perceptual Objectives Tariq Berrada Pietro Astolfi Jakob Verbeek Melissa Hall Marton Havasi M. Drozdzal Yohann Benchetrit Adriana Romero Soriano Karteek Alahari 43 0 0 06 Nov 2024
MoLE: Enhancing Human-centric Text-to-image Diffusion via Mixture of Low-rank Experts Jie Zhu Y. Chen Mingyu Ding Ping Luo Leye Wang Jingdong Wang DiffM 32 2 0 30 Oct 2024
TopoDiffusionNet: A Topology-aware Diffusion Model Saumya Gupta Dimitris Samaras C. L. P. Chen DiffM 26 4 0 22 Oct 2024
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Mingyuan Zhou Huangjie Zheng Yi Gu Zhendong Wang Hai Huang DiffM 44 4 0 19 Oct 2024
Diffusion-Based Offline RL for Improved Decision-Making in Augmented ARC Task Yunho Kim Jaehyun Park Heejun Kim Sejin Kim Byung-Jun Lee Sundong Kim OffRL 25 0 0 15 Oct 2024
FasterDiT: Towards Faster Diffusion Transformers Training without Architecture Modification J. Yao Wang Cheng Wenyu Liu Xinggang Wang 41 8 0 14 Oct 2024
Avoiding mode collapse in diffusion models fine-tuned with reinforcement learning Roberto Barceló Cristóbal Alcázar Felipe Tobar 21 3 0 10 Oct 2024
Decouple-Then-Merge: Finetune Diffusion Models as Multi-Task Learning Qianli Ma Xuefei Ning Dongrui Liu Li Niu Linfeng Zhang MoMe 44 0 0 09 Oct 2024
FINE: Factorizing Knowledge for Initialization of Variable-sized Diffusion Models Yucheng Xie Fu Feng Ruixiao Shi Jing Wang Xin Geng AI4CE 27 2 0 28 Sep 2024
Pruning then Reweighting: Towards Data-Efficient Training of Diffusion Models Yize Li Yihua Zhang Sijia Liu Xue Lin 42 3 0 27 Sep 2024
EdgeRunner: Auto-regressive Auto-encoder for Artistic Mesh Generation Jiaxiang Tang Zhaoshuo Li Zekun Hao Xian Liu Gang Zeng Ming-Yu Liu Qinsheng Zhang 39 23 0 26 Sep 2024
Improvements to SDXL in NovelAI Diffusion V3 Juan Ossa Eren Doğan Alex Birch F. Johnson 22 1 0 24 Sep 2024
RealisDance: Equip controllable character animation with realistic hands Jingkai Zhou Benzhi Wang Weihua Chen Jingqi Bai Dongyang Li Aixi Zhang Hao Xu Mingyang Yang F. Wang 19 10 0 10 Sep 2024
Deep Generative Classification of Blood Cell Morphology Simon Deltadahl J. Gilbey C. V. Laer Nancy Boeckx M. Leers ... Nicholas S. Gleadall Carola-Bibiane Schönlieb S. Sivapalaratnam Michael Roberts P. Nachev DiffM MedIm 36 0 0 16 Aug 2024
Diffusion Models for Multi-Task Generative Modeling Changyou Chen Han Ding Bunyamin Sisman Yi Tian Xu Ouye Xie Benjamin Z. Yao Son Dinh Tran Belinda Zeng DiffM 35 4 0 24 Jul 2024
No Re-Train, More Gain: Upgrading Backbones with Diffusion model for Pixel-Wise and Weakly-Supervised Few-Shot Segmentation Shuai Chen Fanman Meng Chenhao Wu Haoran Wei Runtong Zhang Qingbo Wu Linfeng Xu Hongliang Li 28 0 0 23 Jul 2024
Several questions of visual generation in 2024 Shuyang Gu 27 1 0 11 Jul 2024
RodinHD: High-Fidelity 3D Avatar Generation with Diffusion Models Bowen Zhang Yiji Cheng Chunyu Wang Ting Zhang Jiaolong Yang Yansong Tang Feng Zhao Dong Chen Baining Guo DiffM 35 18 0 09 Jul 2024
Improved Noise Schedule for Diffusion Training Tiankai Hang Shuyang Gu DiffM 16 9 0 03 Jul 2024
PicoAudio: Enabling Precise Timestamp and Frequency Controllability of Audio Events in Text-to-audio Generation Zeyu Xie Xuenan Xu Zhizheng Wu Mengyue Wu 32 8 0 03 Jul 2024
Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion Boyuan Chen Diego Marti Monso Yilun Du Max Simchowitz Russ Tedrake Vincent Sitzmann DiffM 22 73 0 01 Jul 2024
Consistency Models Made Easy Zhengyang Geng Ashwini Pokle William Luo Justin Lin J. Zico Kolter 35 25 0 20 Jun 2024
Just How Flexible are Neural Networks in Practice? Ravid Shwartz-Ziv Micah Goldblum Arpit Bansal C. B. Bruss Yann LeCun Andrew Gordon Wilson 33 4 0 17 Jun 2024
Enhance Image-to-Image Generation with LLaVA Prompt and Negative Prompt Zhicheng Ding Panfeng Li Qikai Yang Siyang Li VLM MLLM 37 13 0 04 Jun 2024
Diffusion Model Patching via Mixture-of-Prompts Seokil Ham Sangmin Woo Jin-Young Kim Hyojun Go Byeongjun Park Changick Kim VLM 19 2 0 28 May 2024