Is synthetic data from generative models ready for image recognition?

14 October 2022

Shuyang Sun

Xiaojuan Qi

Papers citing "Is synthetic data from generative models ready for image recognition?"

50 / 233 papers shown

Title
Does Feasibility Matter? Understanding the Impact of Feasibility on Synthetic Training Data Yiwen Liu Jessica Bader Jae Myung Kim DiffM 16 0 0 15 May 2025
Unsupervised Learning for Class Distribution Mismatch Pan Du Wangbo Zhao Xinai Lu Nian Liu Z. Li ... Suyun Zhao H. Chen Cuiping Li Kai Wang Yang You 26 0 0 11 May 2025
Masked Language Prompting for Generative Data Augmentation in Few-shot Fashion Style Recognition Yuki Hirakawa Ryotaro Shimizu 41 0 0 28 Apr 2025
DIVE: Inverting Conditional Diffusion Models for Discriminative Tasks Yinqi Li Hong Chang Ruibing Hou Shiguang Shan Xilin Chen DiffM 55 0 0 24 Apr 2025
Scene-Aware Location Modeling for Data Augmentation in Automotive Object Detection Jens Petersen Davide Abati A. Habibian Auke Wiggers ViT 3DPC 48 0 0 23 Apr 2025
Learning from Reasoning Failures via Synthetic Data Generation Gabriela Ben-Melech Stan Estelle Aflalo Avinash Madasu Vasudev Lal Phillip Howard SyDa LRM 46 0 0 20 Apr 2025
Beyond One-Hot Labels: Semantic Mixing for Model Calibration Haoyang Luo Linwei Tao Minjing Dong Chang Xu 25 0 0 18 Apr 2025
Learning What NOT to Count Adriano DÁlessandro Ali Mahdavi-Amiri Ghassan Hamarneh 27 0 0 16 Apr 2025
D-Feat Occlusions: Diffusion Features for Robustness to Partial Visual Occlusions in Object Recognition Rupayan Mallick Sibo Dong Nataniel Ruiz Sarah Adel Bargal DiffM 49 0 0 08 Apr 2025
Attributed Synthetic Data Generation for Zero-shot Domain-specific Image Classification Shijian Wang Linxin Song Ryotaro Shimizu M. Goto Hanqian Wu VLM 30 0 0 06 Apr 2025
Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation Minho Park S. Park Jungsoo Lee Hyojin Park Kyuwoong Hwang Fatih Porikli Jaegul Choo Sungha Choi 36 0 0 28 Mar 2025
An Empirical Study of Validating Synthetic Data for Text-Based Person Retrieval Min Cao Ziyin Zeng YuXin Lu Mang Ye Dong Yi Jinqiao Wang SyDa 54 0 0 28 Mar 2025
Diffusion models applied to skin and oral cancer classification José J. M. Uliana Renato A. Krohling DiffM MedIm 52 0 0 28 Mar 2025
A Unified Image-Dense Annotation Generation Model for Underwater Scenes Hongkai Lin Dingkang Liang Zhenghao Qi X. Bai DiffM 41 0 0 27 Mar 2025
Interpretable Generative Models through Post-hoc Concept Bottlenecks Akshay Kulkarni Ge Yan Chung-En Sun Tuomas P. Oikarinen Tsui-Wei Weng 45 0 0 25 Mar 2025
Can Text-to-Video Generation help Video-Language Alignment? Luca Zanella Massimiliano Mancini Willi Menapace Sergey Tulyakov Yiming Wang Elisa Ricci DiffM VGen 57 0 0 24 Mar 2025
Leveraging Text-to-Image Generation for Handling Spurious Correlation Aryan Yazdan Parast Basim Azam Naveed Akhtar 42 0 0 21 Mar 2025
TULIP: Towards Unified Language-Image Pretraining Zineng Tang Long Lian Seun Eisape Xudong Wang Roei Herzig Adam Yala Alane Suhr Trevor Darrell David M. Chan VLM CLIP MLLM 103 3 0 19 Mar 2025
PoseSyn: Synthesizing Diverse 3D Pose Data from In-the-Wild 2D Data ChangHee Yang H. Song Seokhun Choi Seungwoo Lee Jaechul Kim Hoseok Do 45 0 0 17 Mar 2025
Diffusion-based Synthetic Data Generation for Visible-Infrared Person Re-Identification Wenbo Dai Lijing Lu Zhihang Li 41 0 0 16 Mar 2025
Diffusion on Graph: Augmentation of Graph Structure for Node Classification Yancheng Wang Changyu Liu Yingzhen Yang DiffM GNN 94 0 0 16 Mar 2025
Context-guided Responsible Data Augmentation with Diffusion Models Khawar Islam Naveed Akhtar 48 1 0 12 Mar 2025
Training Data Provenance Verification: Did Your Model Use Synthetic Data from My Generative Model for Training? Yuechen Xie Jie Song Huiqiong Wang Mingli Song 52 0 0 12 Mar 2025
Enhancing Vision-Language Compositional Understanding with Multimodal Synthetic Data Haoxin Li Boyang Li CoGe 73 0 0 03 Mar 2025
Synthetic data enables context-aware bioacoustic sound event detection Benjamin Hoffman David Robinson Marius Miron V. Baglione D. Canestrari Damian Elias Eva Trapote Olivier Pietquin 32 0 0 01 Mar 2025
Lung-DDPM: Semantic Layout-guided Diffusion Models for Thoracic CT Image Synthesis Yifan Jiang Yannick Lemaréchal Josée Bafaro Jessica Abi-Rjeile Philippe Joubert Philippe Després Venkata Manem MedIm DiffM 44 1 0 24 Feb 2025
DreamMask: Boosting Open-vocabulary Panoptic Segmentation with Synthetic Data Yuanpeng Tu Xi Chen Ser-Nam Lim Hengshuang Zhao 38 0 0 03 Jan 2025
The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better Scott Geng Cheng-Yu Hsieh Vivek Ramanujan Matthew Wallingford Chun-Liang Li Pang Wei Koh Ranjay Krishna DiffM 68 6 0 03 Jan 2025
Autonomous Crack Detection using Deep Learning on Synthetic Thermogram Datasets Chinmay Makarand Pimpalkhare D. N. Pawaskar 81 0 0 21 Dec 2024
Dataset Augmentation by Mixing Visual Concepts Abdullah Al Rahat Hemanth Venkateswara DiffM 76 0 0 19 Dec 2024
OccScene: Semantic Occupancy-based Cross-task Mutual Learning for 3D Scene Generation Bohan Li Xin Jin J. Wang Yukai Shi Yasheng Sun ... Zhuang Ma Baao Xie Chao Ma Xiaokang Yang Wenjun Zeng DiffM 158 1 0 15 Dec 2024
TextSSR: Diffusion-based Data Synthesis for Scene Text Recognition Xingsong Ye Yongkun Du Yunbo Tao Z. Chen DiffM 105 0 0 02 Dec 2024
SynDiff-AD: Improving Semantic Segmentation and End-to-End Autonomous Driving with Synthetic Data from Latent Diffusion Models Harsh Goel Sai Shankar Narasimhan Oguzhan Akcin Sandeep P. Chinchali DiffM 87 2 0 25 Nov 2024
Decoupled Data Augmentation for Improving Image Classification Ruoxin Chen Zhe Wang Ke-Yue Zhang Shuang Wu Jiamu Sun Shouli Wang Taiping Yao Shouhong Ding DiffM 34 2 0 29 Oct 2024
Synthetica: Large Scale Synthetic Data for Robot Perception Ritvik Singh Jingzhou Liu Karl Van Wyk Yu-Wei Chao Jean-Francois Lafleche Florian Shkurti Nathan D. Ratliff Ankur Handa 23 1 0 28 Oct 2024
DreamClear: High-Capacity Real-World Image Restoration with Privacy-Safe Dataset Curation Yuang Ai Xiaoqiang Zhou Huaibo Huang Xiaotian Han Zhengyu Chen Quanzeng You Hongxia Yang 42 9 0 24 Oct 2024
How Does Data Diversity Shape the Weight Landscape of Neural Networks? Yang Ba M. Mancenido Rong Pan 19 0 0 18 Oct 2024
Diffusion Curriculum: Synthetic-to-Real Generative Curriculum Learning via Image-Guided Diffusion Yijun Liang Shweta Bhardwaj Tianyi Zhou 43 0 0 17 Oct 2024
A Little Human Data Goes A Long Way Dhananjay Ashok Jonathan May SyDa 41 2 0 17 Oct 2024
Can Medical Vision-Language Pre-training Succeed with Purely Synthetic Data? Che Liu Zhongwei Wan Haozhe Wang Yinda Chen T. Qaiser Chen Jin Fariba Yousefi Nikolay Burlutskiy Rossella Arcucci VLM SyDa LM&MA MedIm 63 2 0 17 Oct 2024
A Survey on Data Synthesis and Augmentation for Large Language Models Ke Wang Jiahui Zhu Minjie Ren Z. Liu Shiwei Li ... Chenkai Zhang Xiaoyu Wu Qiqi Zhan Qingjie Liu Yunhong Wang SyDa 38 15 0 16 Oct 2024
Is What You Ask For What You Get? Investigating Concept Associations in Text-to-Image Models Salma Abdel Magid Weiwei Pan Simon Warchol Grace Guo Junsik Kim Mahia Rahman Hanspeter Pfister 92 0 0 06 Oct 2024
SAFLEX: Self-Adaptive Augmentation via Feature Label Extrapolation Mucong Ding Bang An Yuancheng Xu Anirudh Satheesh Furong Huang 24 1 0 03 Oct 2024
Forte : Finding Outliers with Representation Typicality Estimation Debargha Ganguly Warren Morningstar A. Yu Vipin Chaudhary OODD 41 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 47 2 0 02 Oct 2024
Visual Data Diagnosis and Debiasing with Concept Graphs Rwiddhi Chakraborty Yinong Wang Jialu Gao Runkai Zheng Cheng Zhang Fernando De la Torre 37 2 0 26 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 26 0 0 25 Sep 2024
Single Image, Any Face: Generalisable 3D Face Generation Wenqing Wang Haosen Yang Josef Kittler Xiatian Zhu 3DH 74 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 135 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 55 0 0 11 Sep 2024