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Is synthetic data from generative models ready for image recognition?

International Conference on Learning Representations (ICLR), 2022

14 October 2022

Shuyang Sun

Xiaojuan Qi

ArXiv (abs)PDF HTML Github (183★)

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

50 / 265 papers shown

Title
HiGFA: Hierarchical Guidance for Fine-grained Data Augmentation with Diffusion Models Zhiguang Lu Qianqian Xu Peisong Wen Siran Da Qingming Huang DiffM 461 0 0 16 Nov 2025
Lacking Data? No worries! How synthetic images can alleviate image scarcity in wildlife surveys: a case study with muskox (Ovibos moschatus) Simon Durand Samuel Foucher Alexandre Delplanque Joëlle Taillon Jérôme Théau 94 0 0 14 Nov 2025
Canonical Space Representation for 4D Panoptic Segmentation of Articulated Objects Manuel Gomes Bogdan Raducanu Miguel Oliveira VOS 137 0 0 07 Nov 2025
NSYNC: Negative Synthetic Image Generation for Contrastive Training to Improve Stylized Text-To-Image Translation Serkan Ozturk Samet Hicsonmez Pinar Duygulu DiffM 261 0 0 03 Nov 2025
Beyond Objects: Contextual Synthetic Data Generation for Fine-Grained Classification William Yang Xindi Wu Zhiwei Deng Esin Tureci Olga Russakovsky DiffM 102 0 0 28 Oct 2025
UtilGen: Utility-Centric Generative Data Augmentation with Dual-Level Task Adaptation Jiyu Guo Shuo Yang Yiming Huang Yancheng Long Xiaobo Xia Xiu Su Bo Zhao Zeke Xie Liqiang Nie 134 1 0 28 Oct 2025
Scaling Up Occupancy-centric Driving Scene Generation: Dataset and Method Bohan Li Xin Jin Hu Zhu Hongsi Liu Ruikai Li ... Chao Ma Yueming Jin Hao Zhao Xiaokang Yang Wenjun Zeng 113 0 0 27 Oct 2025
Escaping Model Collapse via Synthetic Data Verification: Near-term Improvements and Long-term Convergence Bingji Yi Qiyuan Liu Yuwei Cheng Haifeng Xu SyDa 132 0 0 18 Oct 2025
ReCon: Region-Controllable Data Augmentation with Rectification and Alignment for Object Detection Haowei Zhu Tianxiang Pan Rui Qin Jun-Hai Yong Bin Wang DiffM 92 0 0 17 Oct 2025
Exploring Cross-Modal Flows for Few-Shot Learning Ziqi Jiang Yanghao Wang Long Chen 126 0 0 16 Oct 2025
Salient Concept-Aware Generative Data Augmentation Tianchen Zhao Xuanbai Chen Zhihua Li J. Fang Dongsheng An Xiang Xu Zhuowen Tu Yifan Xing DiffM 168 0 0 16 Oct 2025
Synthetic Object Compositions for Scalable and Accurate Learning in Detection, Segmentation, and Grounding Weikai Huang Jieyu Zhang Taoyang Jia Chenhao Zheng Ziqi Gao J. S. Park Winson Han Ranjay Krishna 149 0 0 10 Oct 2025
High-dimensional Analysis of Synthetic Data Selection Parham Rezaei Filip Kovačević Francesco Locatello Marco Mondelli 145 0 0 09 Oct 2025
Data Factory with Minimal Human Effort Using VLMs Jiaojiao Ye Jiaxing Zhong Qian Xie Yuzhou Zhou Niki Trigoni Andrew Markham DiffM VLM 164 0 0 07 Oct 2025
Beyond the Seen: Bounded Distribution Estimation for Open-Vocabulary Learning Xiaomeng Fan Yuchuan Mao Zhi Gao Yuwei Wu Jin Chen Yunde Jia 136 1 0 06 Oct 2025
Multimodal Learning with Augmentation Techniques for Natural Disaster Assessment Adrian-Dinu Urse Dumitru-Clementin Cercel Florin-Catalin Pop 48 0 0 04 Oct 2025
GenView++: Unifying Adaptive View Generation and Quality-Driven Supervision for Contrastive Representation Learning Xiaojie Li Bei Wang Jianlong Wu Yue Yu Liqiang Nie Min Zhang AI4TS 108 0 0 28 Sep 2025
Training-Free Synthetic Data Generation with Dual IP-Adapter Guidance Luc Boudier Loris Manganelli Eleftherios Tsonis Nicolas Dufour Vicky Kalogeiton DiffM VLM 59 1 0 26 Sep 2025
Noisy Label Refinement with Semantically Reliable Synthetic ImagesInternational Conference on Information Photonics (ICIP), 2025 Yingxuan Li Jiafeng Mao Yusuke Matsui NoLa 172 0 0 04 Sep 2025
Enhancing Zero-Shot Pedestrian Attribute Recognition with Synthetic Data Generation: A Comparative Study with Image-To-Image Diffusion ModelsAdvanced Video and Signal Based Surveillance (AVSS), 2025 Pablo Ayuso-Albizu Juan C. Sanmiguel Pablo Carballeira 80 0 0 02 Sep 2025
Exploring the Equivalence of Closed-Set Generative and Real Data Augmentation in Image Classification Haowen Wang Guowei Zhang Xiang Zhang Zeyuan Chen Haiyang Xu Dou Hoon Kwark Zhuowen Tu 116 0 0 13 Aug 2025
Enhancing Small-Scale Dataset Expansion with Triplet-Connection-based Sample Re-Weighting Ting Xiang Changjian Chen Zhuo Tang Qifeng Zhang Fei Lyu Li Yang Jiapeng Zhang KenLi Li MedIm 99 0 0 11 Aug 2025
SUB: Benchmarking CBM Generalization via Synthetic Attribute Substitutions Jessica Bader Leander Girrbach Stephan Alaniz Zeynep Akata 103 2 0 31 Jul 2025
Generative Active Learning for Long-tail Trajectory Prediction via Controllable Diffusion Model Daehee Park Monu Surana Pranav Desai Ashish Mehta Reuben MV John Kuk-Jin Yoon 155 2 0 30 Jul 2025
Enhancing Generalization in Data-free Quantization via Mixup-class Prompting Jiwoong Park Chaeun Lee Yongseok Choi Sein Park Deokki Hong Jungwook Choi MQ 138 0 0 29 Jul 2025
Edge-case Synthesis for Fisheye Object Detection: A Data-centric Perspective Seunghyeon Kim Kyeongryeol Go 135 1 0 22 Jul 2025
Generative Head-Mounted Camera Captures for Photorealistic Avatars Shaojie Bai Seunghyeon Seo Yida Wang Chenghui Li Owen Wang ... Tianyang Ma Jason M. Saragih S. Wei Nojun Kwak Hyung Jun Kim 131 0 0 08 Jul 2025
Canonical Latent Representations in Conditional Diffusion Models Yitao Xu Tong Zhang Ehsan Pajouheshgar Sabine Süsstrunk DiffM 226 0 0 11 Jun 2025
PCEvolve: Private Contrastive Evolution for Synthetic Dataset Generation via Few-Shot Private Data and Generative APIs Jianqing Zhang Yang Liu Jie Fu Yang Hua Tianyuan Zou Jian Cao Qiang Yang 192 1 0 04 Jun 2025
Do We Need All the Synthetic Data? Targeted Synthetic Image Augmentation via Diffusion Models Dang Nguyen Jiping Li Jinghao Zheng Baharan Mirzasoleiman DiffM 196 1 0 27 May 2025
The Role of Video Generation in Enhancing Data-Limited Action UnderstandingInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Wei Li Dezhao Luo Dongbao Yang Zhenhang Li Weiping Wang Yu Zhou DiffM VGen 533 0 0 26 May 2025
Generative Data Augmentation for Object Point Cloud Segmentation Dekai Zhu Stefan Gavranovic Flavien Boussuge Benjamin Busam Slobodan Ilic DiffM 3DPC MedIm 256 1 0 23 May 2025
SGD-Mix: Enhancing Domain-Specific Image Classification with Label-Preserving Data Augmentation Yixuan Dong Fang-Yi Su Jung-Hsien Chiang DiffM 192 0 0 17 May 2025
GenZSL: Generative Zero-Shot Learning Via Inductive Variational Autoencoder Shiming Chen Dingjie Fu Salman Khan Fahad Shahbaz Khan VLM 268 2 0 17 May 2025
Does Feasibility Matter? Understanding the Impact of Feasibility on Synthetic Training Data Yiwen Liu Jessica Bader Jae Myung Kim DiffM 218 1 0 15 May 2025
Unsupervised Learning for Class Distribution Mismatch Pan Du Wangbo Zhao Xinai Lu Nian Liu Hao Sun ... Suyun Zhao Huajun Chen Cuiping Li Kai Wang Yang You 219 0 0 11 May 2025
Masked Language Prompting for Generative Data Augmentation in Few-shot Fashion Style Recognition Yuki Hirakawa Ryotaro Shimizu 241 0 0 28 Apr 2025
DIVE: Inverting Conditional Diffusion Models for Discriminative TasksIEEE transactions on multimedia (TMM), 2025 Yinqi Li Hong Chang Ruibing Hou Shiguang Shan Xilin Chen DiffM 271 1 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 231 1 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 265 0 0 20 Apr 2025
Beyond One-Hot Labels: Semantic Mixing for Model Calibration Haoyang Luo Linwei Tao Minjing Dong Chang Xu 354 1 0 18 Apr 2025
Just Say the Word: Annotation-Free Fine-Grained Object Counting Adriano DÁlessandro Ali Mahdavi-Amiri Ghassan Hamarneh 238 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 437 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 170 1 0 06 Apr 2025
Diffusion models applied to skin and oral cancer classification José J. M. Uliana Renato A. Krohling DiffM MedIm 360 0 0 28 Mar 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 193 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 217 0 0 28 Mar 2025
A Unified Image-Dense Annotation Generation Model for Underwater ScenesComputer Vision and Pattern Recognition (CVPR), 2025 Hongkai Lin Dingkang Liang Zhenghao Qi X. Bai DiffM 256 2 0 27 Mar 2025
Interpretable Generative Models through Post-hoc Concept BottlenecksComputer Vision and Pattern Recognition (CVPR), 2025 Akshay Kulkarni Ge Yan Chung-En Sun Tuomas P. Oikarinen Tsui-Wei Weng 171 5 0 25 Mar 2025
Can Text-to-Video Generation help Video-Language Alignment?Computer Vision and Pattern Recognition (CVPR), 2025 Luca Zanella Goran Frehse Willi Menapace Sergey Tulyakov Yiming Wang Elisa Ricci DiffM VGen 266 1 0 24 Mar 2025