InitNO: Boosting Text-to-Image Diffusion Models via Initial Noise Optimization

6 April 2024

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Papers citing "InitNO: Boosting Text-to-Image Diffusion Models via Initial Noise Optimization"

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Title
Test-Time Alignment of Text-to-Image Diffusion Models via Null-Text Embedding Optimisation Taehoon Kim Henry Gouk Timothy M. Hospedales 132 0 0 25 Nov 2025
Beyond Randomness: Understand the Order of the Noise in Diffusion Song Yan Min Li Bi Xinliang J. Yang Yusen Zhang Guanye Xiong Yunwei Lan Tao Zhang Wei Zhai Zheng-jun Zha DiffM 232 0 0 11 Nov 2025
MALeR: Improving Compositional Fidelity in Layout-Guided Generation Shivank Saxena D. Srivastava Makarand Tapaswi DiffM 74 0 0 08 Nov 2025
TAUE: Training-free Noise Transplant and Cultivation Diffusion Model Daichi Nagai Ryugo Morita Shunsuke Kitada Hitoshi Iyatomi DiffM 136 0 0 04 Nov 2025
OmniText: A Training-Free Generalist for Controllable Text-Image Manipulation Agus Gunawan Samuel Teodoro Yun Chen Soo Ye Kim Jihyong Oh Munchurl Kim DiffM 219 0 0 28 Oct 2025
Towards a Golden Classifier-Free Guidance Path via Foresight Fixed Point Iterations Kaibo Wang Jianda Mao Tong Wu Yang Xiang 76 0 0 24 Oct 2025
NDM: A Noise-driven Detection and Mitigation Framework against Implicit Sexual Intentions in Text-to-Image Generation Yitong Sun Yao Huang Ruochen Zhang Huanran Chen Shouwei Ruan Ranjie Duan Xingxing Wei DiffM 84 0 0 17 Oct 2025
Noise Projection: Closing the Prompt-Agnostic Gap Behind Text-to-Image Misalignment in Diffusion Models Yunze Tong Didi Zhu Zijing Hu Jinluan Yang Ziyu Zhao DiffM VLM 40 0 0 16 Oct 2025
Demystifying Numerosity in Diffusion Models -- Limitations and Remedies Yaqi Zhao Xiaochen Wang Li Dong Wentao Zhang Yuhui Yuan 90 0 0 13 Oct 2025
Adjusting Initial Noise to Mitigate Memorization in Text-to-Image Diffusion Models Hyeonggeun Han Sehwan Kim Hyungjun Joo Sangwoo Hong Jungwoo Lee DiffM 125 1 0 08 Oct 2025
Diverse Text-to-Image Generation via Contrastive Noise Optimization Byungjun Kim Soobin Um Jong Chul Ye 110 0 0 04 Oct 2025
MIRA: Towards Mitigating Reward Hacking in Inference-Time Alignment of T2I Diffusion Models Kevin Zhai Utsav Singh Anirudh Thatipelli Souradip Chakraborty Anit Kumar Sahu Furong Huang Amrit Singh Bedi Mubarak Shah EGVM 128 1 0 02 Oct 2025
CO3: Contrasting Concepts Compose Better Debottam Dutta Jianchong Chen Rajalaxmi Rajagopalan Yu-Lin Wei Romit Roy Choudhury DiffM 95 0 0 30 Sep 2025
Soft-Di[M]O: Improving One-Step Discrete Image Generation with Soft Embeddings Yuanzhi Zhu Xi Wang Stéphane Lathuilière Vicky Kalogeiton 96 2 0 26 Sep 2025
Rethinking Inter-LoRA Orthogonality in Adapter Merging: Insights from Orthogonal Monte Carlo Dropout Andi Zhang Xuan Ding Haofan Wang Steven McDonagh Samuel Kaski MoMe 113 0 0 26 Sep 2025
CARINOX: Inference-time Scaling with Category-Aware Reward-based Initial Noise Optimization and Exploration S. Kasaei Ali Aghayari Arash Marioriyad Niki Sepasian Shayan Baghayi Nejad MohammadAmin Fazli M. Baghshah M. Rohban DiffM EGVM 204 0 0 22 Sep 2025
Noise-Level Diffusion Guidance: Well Begun is Half Done Harvey Mannering Zhiwu Huang Adam Prugel-Bennett DiffM 111 0 0 17 Sep 2025
IS-Diff: Improving Diffusion-Based Inpainting with Better Initial Seed Yongzhe Lyu Yu Wu Yutian Lin Bo Du DiffM 131 1 0 15 Sep 2025
Color Me Correctly: Bridging Perceptual Color Spaces and Text Embeddings for Improved Diffusion Generation Sung-Lin Tsai Bo-Lun Huang Yu Ting Shen Cheng Yu Yeo Chiang Tseng Bo-Kai Ruan Wen-Sheng Lien Hong-Han Shuai DiffM 89 0 0 12 Sep 2025
Data-Driven Loss Functions for Inference-Time Optimization in Text-to-Image Generation Sapir Esther Yiflach Yuval Atzmon Gal Chechik 130 0 0 02 Sep 2025
InfoScale: Unleashing Training-free Variable-scaled Image Generation via Effective Utilization of Information Guohui Zhang Jiangtong Tan Linjiang Huang Zhonghang Yuan Naishan Zheng Jie Huang Feng Zhao 189 0 0 01 Sep 2025
SAGA: Learning Signal-Aligned Distributions for Improved Text-to-Image Generation P. Grimal Michael Soumm Hervé Le Borgne Olivier Ferret Akihiro Sugimoto DiffM 133 0 0 19 Aug 2025
Navigating the Exploration-Exploitation Tradeoff in Inference-Time Scaling of Diffusion Models Xun Su Jianming Huang Yang Yusen Zhongxi Fang Hiroyuki Kasai DiffM 119 0 0 17 Aug 2025
Noise Matters: Optimizing Matching Noise for Diffusion Classifiers Yanghao Wang Long Chen DiffM VLM 220 2 0 15 Aug 2025
CountCluster: Training-Free Object Quantity Guidance with Cross-Attention Map Clustering for Text-to-Image Generation Joohyeon Lee Jin-Seop Lee Jee-Hyong Lee 92 0 0 14 Aug 2025
Noise Hypernetworks: Amortizing Test-Time Compute in Diffusion Models L. Eyring Shyamgopal Karthik Alexey Dosovitskiy Nataniel Ruiz Zeynep Akata DiffM 127 6 0 13 Aug 2025
YOLO-Count: Differentiable Object Counting for Text-to-Image Generation Guanning Zeng Xiang Zhang Zirui Wang Haiyang Xu Zeyuan Chen Bingnan Li Zhuowen Tu 130 5 0 01 Aug 2025
ShortFT: Diffusion Model Alignment via Shortcut-based Fine-Tuning Xiefan Guo Miaomiao Cui Liefeng Bo Di Huang 156 1 0 30 Jul 2025
PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Sakuya Ota Qing Yu Kent Fujiwara Satoshi Ikehata Ikuro Sato DiffM VGen AI4CE 110 0 0 25 Jul 2025
Subjective Camera 1.0: Bridging Human Cognition and Visual Reconstruction through Sequence-Aware Sketch-Guided Diffusion Haoyang Chen Dongfang Sun Caoyuan Ma Shiqin Wang Kewei Zhang Zheng Wang Zhixiang Wang DiffM VGen 154 1 0 30 Jun 2025
Ctrl-Z Sampling: Diffusion Sampling with Controlled Random Zigzag Explorations Shunqi Mao Wei Guo Chaoyi Zhang Jieting Long Ke Xie Weidong Cai DiffM 257 0 0 25 Jun 2025
FastInit: Fast Noise Initialization for Temporally Consistent Video Generation Chengyu Bai Yuming Li Zhongyu Zhao Jintao Chen Peidong Jia Qi She Ming Lu Shanghang Zhang DiffM VGen 150 1 0 19 Jun 2025
Performance Plateaus in Inference-Time Scaling for Text-to-Image Diffusion Without External Models Changhyun Choi S. Kim H. Jin Kim DiffM 110 0 0 14 Jun 2025
ADEPT: Adaptive Diffusion Environment for Policy Transfer Sim-to-Real Youwei Yu Junhong Xu Lantao Liu 260 2 0 02 Jun 2025
IMAGHarmony: Controllable Image Editing with Consistent Object Quantity and Layout Fei Shen Yutong Gao Yutong Gao Jian Yu Yushe Cao DiffM 208 14 0 02 Jun 2025
ComposeAnything: Composite Object Priors for Text-to-Image Generation Zeeshan Khan Shizhe Chen Cordelia Schmid DiffM CoGe 225 1 0 30 May 2025
ISAC: Training-Free Instance-to-Semantic Attention Control for Improving Multi-Instance Generation Sanghyun Jo Wooyeol Lee Ziseok Lee Kyungsu Kim 1.0K 0 0 27 May 2025
Be Decisive: Noise-Induced Layouts for Multi-Subject Generation Omer Dahary Yehonathan Cohen Or Patashnik Kfir Aberman Daniel Cohen-Or DiffM 199 5 0 27 May 2025
Model Already Knows the Best Noise: Bayesian Active Noise Selection via Attention in Video Diffusion Model Kwanyoung Kim Sanghyun Kim DiffM VGen 305 1 0 23 May 2025
Scaling Image and Video Generation via Test-Time Evolutionary Search Haoran He Jiajun Liang X. Wang Pengfei Wan Di Zhang Kun Gai Ling Pan DiffM 331 7 0 23 May 2025
Text-to-Image Alignment in Denoising-Based Models through Step Selection P. Grimal Hervé Le Borgne Olivier Ferret DiffM EGVM 221 0 0 24 Apr 2025
Early Timestep Zero-Shot Candidate Selection for Instruction-Guided Image Editing Joowon Kim Ziseok Lee Donghyeon Cho Sanghyun Jo Y. Jung Kyungsu Kim Eunho Yang DiffM 247 0 0 18 Apr 2025
Spatial Transport Optimization by Repositioning Attention Map for Training-Free Text-to-Image SynthesisComputer Vision and Pattern Recognition (CVPR), 2025 Woojung Han Yeonkyung Lee Chanyoung Kim Kwanghyun Park Seong Jae Hwang DiffM 196 4 0 28 Mar 2025
ORIGEN: Zero-Shot 3D Orientation Grounding in Text-to-Image Generation Yunhong Min Daehyeon Choi Kyeongmin Yeo Jihyun Lee Minhyuk Sung 353 1 0 28 Mar 2025
Inference-Time Scaling for Flow Models via Stochastic Generation and Rollover Budget Forcing Jaihoon Kim Taehoon Yoon Jisung Hwang Minhyuk Sung DiffM 366 16 0 25 Mar 2025
Towards Transformer-Based Aligned Generation with Self-Coherence GuidanceComputer Vision and Pattern Recognition (CVPR), 2025 Shulei Wang Wang Lin Hai Huang Hanting Wang Sihang Cai ... Tao Jin Jingyuan Chen Jiacheng Sun Jieming Zhu Zhou Zhao DiffM 350 9 0 22 Mar 2025
ScalingNoise: Scaling Inference-Time Search for Generating Infinite Videos Haolin Yang Feilong Tang Ming Hu Yulong Li Junjie Guo ... Zelin Peng Junjun He Junjun He Zongyuan Ge Imran Razzak DiffM VGen 700 7 0 20 Mar 2025
Fine-Grained Alignment and Noise Refinement for Compositional Text-to-Image Generation Amir Mohammad Izadi Seyed Mohammad Hadi Hosseini Soroush Vafaie Tabar Ali Abdollahi Armin Saghafian M. Baghshah EGVM 267 2 0 09 Mar 2025
DyMO: Training-Free Diffusion Model Alignment with Dynamic Multi-Objective SchedulingComputer Vision and Pattern Recognition (CVPR), 2024 Xin Xie Dong Gong 458 11 0 01 Dec 2024
Self-Cross Diffusion Guidance for Text-to-Image Synthesis of Similar SubjectsComputer Vision and Pattern Recognition (CVPR), 2024 Weimin Qiu Jieke Wang Meng Tang DiffM 347 6 0 28 Nov 2024