Good Seed Makes a Good Crop: Discovering Secret Seeds in Text-to-Image Diffusion Models

23 May 2024

Papers citing "Good Seed Makes a Good Crop: Discovering Secret Seeds in Text-to-Image Diffusion Models"

49 / 49 papers shown

Title
Model Already Knows the Best Noise: Bayesian Active Noise Selection via Attention in Video Diffusion Model Kwanyoung Kim Sanghyun Kim DiffM VGen 128 0 0 23 May 2025
PiCo: Enhancing Text-Image Alignment with Improved Noise Selection and Precise Mask Control in Diffusion Models Chang Xie Chenyi Zhuang Pan Gao VLM 48 0 0 06 May 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 61 0 0 18 Apr 2025
RAGME: Retrieval Augmented Video Generation for Enhanced Motion Realism E. Peruzzo Dejia Xu Xingqian Xu Humphrey Shi N. Sebe DiffM VGen 69 0 0 09 Apr 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 172 2 0 20 Mar 2025
Language-based Image Colorization: A Benchmark and Beyond Yongqian Li Shuai Yang Jiaying Liu DiffM VLM 62 0 0 19 Mar 2025
TKG-DM: Training-free Chroma Key Content Generation Diffusion Model Ryugo Morita Stanislav Frolov Brian B. Moser Takahiro Shirakawa Ko Watanabe Andreas Dengel Jinjia Zhou DiffM 106 0 0 23 Nov 2024
ZeroComp: Zero-shot Object Compositing from Image Intrinsics via Diffusion Zitian Zhang Frédéric Fortier-Chouinard Mathieu Garon Anand Bhattad Jean-François Lalonde DiffM 65 4 0 10 Oct 2024
Questionable practices in machine learning Gavin Leech Juan J. Vazquez Misha Yagudin Niclas Kupper Laurence Aitchison 74 5 0 17 Jul 2024
Beyond Aesthetics: Cultural Competence in Text-to-Image Models Nithish Kannen Arif Ahmad Marco Andreetto Vinodkumar Prabhakaran Utsav Prabhu Adji Bousso Dieng Pushpak Bhattacharyya Shachi Dave 66 18 0 09 Jul 2024
TiNO-Edit: Timestep and Noise Optimization for Robust Diffusion-Based Image Editing Sherry X. Chen Yaron Vaxman Elad Ben Baruch David Asulin Aviad Moreshet Kuo-Chin Lien Misha Sra Pradeep Sen 39 3 0 17 Apr 2024
InitNO: Boosting Text-to-Image Diffusion Models via Initial Noise Optimization Xiefan Guo Jinlin Liu Miaomiao Cui Jiankai Li Hongyu Yang Di Huang 59 30 0 06 Apr 2024
Uncovering the Text Embedding in Text-to-Image Diffusion Models Huikang Yu Hao Luo Fan Wang Feng Zhao 49 10 0 01 Apr 2024
Diffusion Lens: Interpreting Text Encoders in Text-to-Image Pipelines Michael Toker Hadas Orgad Mor Ventura Dana Arad Yonatan Belinkov DiffM 72 13 0 09 Mar 2024
SynArtifact: Classifying and Alleviating Artifacts in Synthetic Images via Vision-Language Model Bin Cao Jianhao Yuan Yexin Liu Jian Li Shuyang Sun Jing Liu Bo Zhao DiffM 76 7 0 28 Feb 2024
Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMs Ling Yang Zhaochen Yu Chenlin Meng Minkai Xu Stefano Ermon Tengjiao Wang CoGe DiffM 68 127 0 22 Jan 2024
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data Lihe Yang Bingyi Kang Zilong Huang Xiaogang Xu Jiashi Feng Hengshuang Zhao VLM 175 744 0 19 Jan 2024
Adversarial Diffusion Distillation Axel Sauer Dominik Lorenz A. Blattmann Robin Rombach 152 353 0 28 Nov 2023
Synthetic Shifts to Initial Seed Vector Exposes the Brittle Nature of Latent-Based Diffusion Models Poyuan Mao Shashank Kotyan Tham Yik Foong Danilo Vasconcellos Vargas 58 5 0 24 Nov 2023
Particle Guidance: non-I.I.D. Diverse Sampling with Diffusion Models Gabriele Corso Yilun Xu Valentin De Bortoli Regina Barzilay Tommi Jaakkola DiffM 34 21 0 19 Oct 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 79 2,593 0 05 Oct 2023
PixArt- $α$ : Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis Junsong Chen Jincheng Yu Chongjian Ge Lewei Yao Enze Xie ... Zhongdao Wang James T. Kwok Ping Luo Huchuan Lu Zhenguo Li DiffM 70 414 0 30 Sep 2023
FreeU: Free Lunch in Diffusion U-Net Chenyang Si Ziqi Huang Yuming Jiang Ziwei Liu DiffM 59 138 0 20 Sep 2023
TIAM -- A Metric for Evaluating Alignment in Text-to-Image Generation P. Grimal Hervé Le Borgne Olivier Ferret Julien Tourille EGVM 57 11 0 11 Jul 2023
DragDiffusion: Harnessing Diffusion Models for Interactive Point-based Image Editing Yujun Shi Chuhui Xue Jun Hao Liew Jiachun Pan Hanshu Yan Wenqing Zhang Vincent Y. F. Tan Song Bai 56 207 0 26 Jun 2023
Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis Xiaoshi Wu Yiming Hao Keqiang Sun Yixiong Chen Feng Zhu Rui Zhao Hongsheng Li 69 274 0 15 Jun 2023
Diffusion Self-Guidance for Controllable Image Generation Dave Epstein Allan Jabri Ben Poole Alexei A. Efros Aleksander Holynski 60 249 0 01 Jun 2023
Wuerstchen: An Efficient Architecture for Large-Scale Text-to-Image Diffusion Models Pablo Pernias Dominic Rampas Mats L. Richter Christopher Pal Marc Aubreville DiffM VLM 82 44 0 01 Jun 2023
Guided Image Synthesis via Initial Image Editing in Diffusion Model Jiafeng Mao Xueting Wang Kiyoharu Aizawa DiffM 54 52 0 05 May 2023
Localizing Object-level Shape Variations with Text-to-Image Diffusion Models Or Patashnik Daniel Garibi Idan Azuri Hadar Averbuch-Elor Daniel Cohen-Or DiffM 53 112 0 20 Mar 2023
Uncovering the Disentanglement Capability in Text-to-Image Diffusion Models Qiucheng Wu Yujian Liu Handong Zhao Ajinkya Kale T. Bui Tong Yu Zhe Lin Yang Zhang Shiyu Chang DiffM CoGe 42 99 0 16 Dec 2022
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation Narek Tumanyan Michal Geyer Shai Bagon Tali Dekel 111 660 0 22 Nov 2022
eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers Yogesh Balaji Seungjun Nah Xun Huang Arash Vahdat Jiaming Song ... Timo Aila S. Laine Bryan Catanzaro Tero Karras Xuan Li VLM MoE 125 811 0 02 Nov 2022
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring Leonardo F. S. Scabini B. De Baets Odemir M. Bruno AI4CE 38 7 0 17 Jul 2022
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation Jiahui Yu Yuanzhong Xu Jing Yu Koh Thang Luong Gunjan Baid ... Zarana Parekh Xin Li Han Zhang Jason Baldridge Yonghui Wu EGVM 158 1,089 0 22 Jun 2022
EfficientFormer: Vision Transformers at MobileNet Speed Yanyu Li Geng Yuan Yang Wen Eric Hu Georgios Evangelidis Sergey Tulyakov Yanzhi Wang Jian Ren ViT 57 360 0 02 Jun 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 276 6,768 0 13 Apr 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 245 15,081 0 20 Dec 2021
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 178 2,315 0 02 Dec 2021
Instance-wise Occlusion and Depth Orders in Natural Scenes Hyunmin Lee Jaesik Park 3DV 46 26 0 29 Nov 2021
Torch.manual_seed(3407) is all you need: On the influence of random seeds in deep learning architectures for computer vision David Picard 3DV VLM 43 90 0 16 Sep 2021
Accounting for Variance in Machine Learning Benchmarks Xavier Bouthillier Pierre Delaunay Mirko Bronzi Assya Trofimov Brennan Nichyporuk ... Dmitriy Serdyuk Tal Arbel C. Pal Gaël Varoquaux Pascal Vincent 58 149 0 01 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 659 28,659 0 26 Feb 2021
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 137 7,166 0 06 Oct 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 177 10,591 0 17 Feb 2020
The Open Images Dataset V4: Unified image classification, object detection, and visual relationship detection at scale Alina Kuznetsova H. Rom N. Alldrin J. Uijlings Ivan Krasin ... S. Popov Matteo Malloci Alexander Kolesnikov Tom Duerig V. Ferrari ObjD VLM 83 1,340 0 02 Nov 2018
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 200 19,796 0 07 Oct 2016
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 822 99,991 0 04 Sep 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 232 43,290 0 01 May 2014