Synthetic Data from Diffusion Models Improves ImageNet Classification

17 April 2023

David J. Fleet

Papers citing "Synthetic Data from Diffusion Models Improves ImageNet Classification"

50 / 228 papers shown

Title
Forte : Finding Outliers with Representation Typicality Estimation Debargha Ganguly Warren Morningstar A. Yu Vipin Chaudhary OODD 39 0 0 02 Oct 2024
Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data Sreyan Ghosh Sonal Kumar Zhifeng Kong Rafael Valle Bryan Catanzaro Dinesh Manocha DiffM 39 2 0 02 Oct 2024
DreamStruct: Understanding Slides and User Interfaces via Synthetic Data Generation Yi-Hao Peng Faria Huq Yue Jiang Jason Wu Amanda Li Jeffrey P. Bigham Amy Pavel DiffM 25 4 0 30 Sep 2024
Illustrious: an Open Advanced Illustration Model Sang Hyun Park Jun Young Koh Junha Lee Joy Song Dongha Kim Hoyeon Moon Hyunju Lee Min Song VLM 33 1 0 30 Sep 2024
DALDA: Data Augmentation Leveraging Diffusion Model and LLM with Adaptive Guidance Scaling Kyuheon Jung Yongdeuk Seo Seongwoo Cho Jaeyoung Kim Hyun-seok Min Sungchul Choi 16 0 0 25 Sep 2024
Ctrl-GenAug: Controllable Generative Augmentation for Medical Sequence Classification Xinrui Zhou Yuhao Huang Haoran Dou Shijing Chen Ao Chang ... Jie Jessie Ren Ruobing Huang Jun Cheng Wufeng Xue Dong Ni MedIm 102 0 0 25 Sep 2024
EchoDFKD: Data-Free Knowledge Distillation for Cardiac Ultrasound Segmentation using Synthetic Data Grégoire Petit Nathan Palluau Axel Bauer Clemens Dlaska 31 0 0 11 Sep 2024
Enhanced Generative Data Augmentation for Semantic Segmentation via Stronger Guidance Quang-Huy Che Duc-Tri Le Vinh-Tiep Nguyen D. Lam Vinh-Tiep Nguyen DiffM 30 1 0 09 Sep 2024
DKDM: Data-Free Knowledge Distillation for Diffusion Models with Any Architecture Qianlong Xiang Miao Zhang Yuzhang Shang Jianlong Wu Yan Yan Liqiang Nie DiffM 58 10 0 05 Sep 2024
Data Augmentation for Image Classification using Generative AI Fazle Rahat M Shifat Hossain Md Rubel Ahmed Sumit Kumar Jha Rickard Ewetz VLM 42 4 0 31 Aug 2024
RevCD -- Reversed Conditional Diffusion for Generalized Zero-Shot Learning William Heyden H. Ullah M. S. Siddiqui Fadi Al-Machot DiffM 31 0 0 31 Aug 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 46 1 0 30 Aug 2024
GenFormer -- Generated Images are All You Need to Improve Robustness of Transformers on Small Datasets Sven Oehri Nikolas Ebert Ahmed Abdullah Didier Stricker Oliver Wasenmüller ViT 26 5 0 26 Aug 2024
Drug Discovery SMILES-to-Pharmacokinetics Diffusion Models with Deep Molecular Understanding Bing Hu Anita Layton Helen Chen MedIm 28 2 0 14 Aug 2024
A Simple Background Augmentation Method for Object Detection with Diffusion Model Yuhang Li Jun Gao Chen Chen Yue Zhang Jielei Zhang DiffM 29 5 0 01 Aug 2024
Add-SD: Rational Generation without Manual Reference Lingfeng Yang Xinyu Zhang Xiang Li Jinwen Chen Kun Yao Gang Zhang Errui Ding Ling-Ling Liu Jingdong Wang Jian Yang 32 0 0 30 Jul 2024
Diffusion Feedback Helps CLIP See Better Wenxuan Wang Quan-Sen Sun Fan Zhang Yepeng Tang Jing Liu Xinlong Wang VLM 38 14 0 29 Jul 2024
Machine Unlearning using a Multi-GAN based Model Amartya Hatua Trung T. Nguyen Andrew H. Sung GAN SyDa MU 30 0 0 26 Jul 2024
Weak-to-Strong Compositional Learning from Generative Models for Language-based Object Detection Kwanyong Park Kuniaki Saito Donghyun Kim VLM CoGe 42 0 0 21 Jul 2024
Diffusion Models as Data Mining Tools Ioannis Siglidis Aleksander Holynski Alexei A. Efros Mathieu Aubry Shiry Ginosar DiffM MedIm 36 3 0 20 Jul 2024
Training-free Composite Scene Generation for Layout-to-Image Synthesis Jiaqi Liu Tao Huang Chang Xu DiffM 30 5 0 18 Jul 2024
DataDream: Few-shot Guided Dataset Generation Jae Myung Kim Jessica Bader Stephan Alaniz Cordelia Schmid Zeynep Akata 37 5 0 15 Jul 2024
Enriching Information and Preserving Semantic Consistency in Expanding Curvilinear Object Segmentation Datasets Qin Lei Jiang Zhong Qizhu Dai DiffM 37 2 0 11 Jul 2024
FDS: Feedback-guided Domain Synthesis with Multi-Source Conditional Diffusion Models for Domain Generalization Mehrdad Noori Milad Cheraghalikhani Ali Bahri G. A. V. Hakim David Osowiechi Moslem Yazdanpanah Ismail Ben Ayed Christian Desrosiers 38 1 0 04 Jul 2024
Precision at Scale: Domain-Specific Datasets On-Demand Jesús M. Rodríguez-de-Vera Imanol G. Estepa Ignacio Sarasúa Bhalaji Nagarajan P. Radeva 34 2 0 03 Jul 2024
Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Eyal Michaeli Ohad Fried 57 1 0 20 Jun 2024
Mixing Natural and Synthetic Images for Robust Self-Supervised Representations Reza Akbarian Bafghi Nidhin Harilal C. Monteleoni M. Raissi DiffM 31 0 0 18 Jun 2024
Rethinking the Evaluation of Out-of-Distribution Detection: A Sorites Paradox Xingming Long Jie Zhang Shiguang Shan Xilin Chen OODD 34 1 0 14 Jun 2024
Dataset Enhancement with Instance-Level Augmentations Orest Kupyn Christian Rupprecht 40 9 0 12 Jun 2024
Beyond Model Collapse: Scaling Up with Synthesized Data Requires Reinforcement Yunzhen Feng Elvis Dohmatob Pu Yang Francois Charton Julia Kempe 46 17 0 11 Jun 2024
DiffInject: Revisiting Debias via Synthetic Data Generation using Diffusion-based Style Injection Donggeun Ko Sangwoo Jo Dongjun Lee Namjun Park Jaekwang Kim 16 0 0 10 Jun 2024
Data Augmentation in Earth Observation: A Diffusion Model Approach Tiago Sousa B. Ries N. Guelfi DiffM 40 2 0 10 Jun 2024
Regularized Training with Generated Datasets for Name-Only Transfer of Vision-Language Models Minho Park S. Park Jooyeol Yun Jaegul Choo VLM 35 0 0 08 Jun 2024
Everything to the Synthetic: Diffusion-driven Test-time Adaptation via Synthetic-Domain Alignment Jiayi Guo Junhao Zhao Chunjiang Ge Chaoqun Du Zanlin Ni Shiji Song Humphrey Shi Gao Huang TTA DiffM 37 5 0 06 Jun 2024
Tiny models from tiny data: Textual and null-text inversion for few-shot distillation Erik Landolsi Fredrik Kahl DiffM 53 1 0 05 Jun 2024
Generative Active Learning for Long-tailed Instance Segmentation Muzhi Zhu Chengxiang Fan Hao Chen Y. Liu Weian Mao Xiaogang Xu Chunhua Shen 40 5 0 04 Jun 2024
Visual Car Brand Classification by Implementing a Synthetic Image Dataset Creation Pipeline Jan Lippemeier Stefanie Hittmeyer Oliver Niehörster Markus Lange-Hegermann 21 1 0 03 Jun 2024
Improving Text Generation on Images with Synthetic Captions Jun Young Koh Sang Hyun Park Joy Song DiffM 46 2 0 01 Jun 2024
Is Synthetic Data all We Need? Benchmarking the Robustness of Models Trained with Synthetic Images Krishnakant Singh Thanush Navaratnam Jannik Holmer Simone Schaub-Meyer Stefan Roth DiffM 39 18 0 30 May 2024
Improving Object Detector Training on Synthetic Data by Starting With a Strong Baseline Methodology Frank Ruis Alma M. Liezenga Friso G. Heslinga Luca Ballan Thijs A. Eker Richard J. M. den Hollander Martin C. van Leeuwen Judith Dijk Wyke Huizinga 31 4 0 30 May 2024
ODGEN: Domain-specific Object Detection Data Generation with Diffusion Models Jingyuan Zhu Shiyu Li Yuxuan Liu Ping-Chia Huang Jiulong Shan Huimin Ma Jian Yuan 32 3 0 24 May 2024
Robust Disaster Assessment from Aerial Imagery Using Text-to-Image Synthetic Data Tarun Kalluri Jihyeon Janel Lee Kihyuk Sohn Sahil Singla Manmohan Chandraker Joseph Z. Xu Jeremiah Liu 45 1 0 22 May 2024
MetaEarth: A Generative Foundation Model for Global-Scale Remote Sensing Image Generation Zhiping Yu Chenyang Liu Liqin Liu Z. Shi Zhengxia Zou VGen 26 11 0 22 May 2024
URDFormer: A Pipeline for Constructing Articulated Simulation Environments from Real-World Images Zoey Chen Aaron Walsman Marius Memmel Kaichun Mo Alex Fang Karthikeya Vemuri Alan Wu Dieter Fox Abhishek Gupta AI4CE VGen 56 24 0 19 May 2024
Stable Diffusion-based Data Augmentation for Federated Learning with Non-IID Data Mahdi Morafah M. Reisser Bill Lin Christos Louizos FedML 32 5 0 13 May 2024
Synthetic Data from Diffusion Models Improve Drug Discovery Prediction Bing Hu Ashish Saragadam Anita Layton Helen Chen DiffM 25 1 0 06 May 2024
Mind the Gap Between Synthetic and Real: Utilizing Transfer Learning to Probe the Boundaries of Stable Diffusion Generated Data Leonhard Hennicke C. Adriano Holger Giese Jan Mathias Koehler Lukas Schott DiffM 45 2 0 06 May 2024
Zero-Shot Distillation for Image Encoders: How to Make Effective Use of Synthetic Data Niclas Popp J. H. Metzen Matthias Hein VLM 40 1 0 25 Apr 2024
SynCellFactory: Generative Data Augmentation for Cell Tracking Moritz Sturm Lorenzo Cerrone Fred A. Hamprecht 39 2 0 25 Apr 2024
RF-Diffusion: Radio Signal Generation via Time-Frequency Diffusion Guoxuan Chi Zheng Yang Chenshu Wu Jingao Xu Yuchong Gao Yunhao Liu Tony Xiao Han DiffM 43 28 0 14 Apr 2024