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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
Diffusion Model as Representation LearnerIEEE International Conference on Computer Vision (ICCV), 2023 Xingyi Yang Xinchao Wang DiffM 215 85 0 21 Aug 2023
ASPIRE: Language-Guided Data Augmentation for Improving Robustness Against Spurious CorrelationsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Sreyan Ghosh Chandra Kiran Reddy Evuru Sonal Kumar Utkarsh Tyagi Sakshi Singh Sanjoy Chowdhury Dinesh Manocha OOD 346 3 0 19 Aug 2023
Diffusion Based Augmentation for Captioning and Retrieval in Cultural Heritage Dario Cioni Lorenzo Berlincioni Federico Becattini Marco Bertini DiffM 144 14 0 14 Aug 2023
Free-ATM: Exploring Unsupervised Learning on Diffusion-Generated Images with Free Attention Masks David Junhao Zhang Mutian Xu Chuhui Xue Wenqing Zhang Xiaoguang Han Song Bai Mike Zheng Shou DiffM 229 7 0 13 Aug 2023
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic Diversity Melissa Hall Candace Ross Adina Williams Nicolas Carion M. Drozdzal Adriana Romero Soriano EGVM 317 8 0 11 Aug 2023
DatasetDM: Synthesizing Data with Perception Annotations Using Diffusion ModelsNeural Information Processing Systems (NeurIPS), 2023 Wei Wu Yuzhong Zhao Hao Chen Yuchao Gu Rui Zhao Yefei He Hong Zhou Mike Zheng Shou Chunhua Shen 294 139 0 11 Aug 2023
Fine-tuning Multimodal LLMs to Follow Zero-shot Demonstrative InstructionsInternational Conference on Learning Representations (ICLR), 2023 Juncheng Li Kaihang Pan Zhiqi Ge Minghe Gao Wei Ji Wenqiao Zhang Tat-Seng Chua Siliang Tang Hanwang Zhang Yueting Zhuang MLLM 272 88 0 08 Aug 2023
PUG: Photorealistic and Semantically Controllable Synthetic Data for Representation LearningNeural Information Processing Systems (NeurIPS), 2023 Florian Bordes Shashank Shekhar Mark Ibrahim Diane Bouchacourt Pascal Vincent Ari S. Morcos 190 36 0 08 Aug 2023
Improving Human-Object Interaction Detection via Virtual Image LearningACM Multimedia (ACM MM), 2023 Shuman Fang Shuai Liu Jie Li Guannan Jiang Xianming Lin Rongrong Ji VLM 272 8 0 04 Aug 2023
DiffusePast: Diffusion-based Generative Replay for Class Incremental Semantic Segmentation Jingfan Chen Yuxi Wang Peng Wang Xiao Chen Zhaoxiang Zhang Zhen Lei Qing Li DiffM 301 8 0 02 Aug 2023
SYNAuG: Exploiting Synthetic Data for Data Imbalance ProblemsPattern Recognition Letters (PR), 2023 Moon Ye-Bin Nam Hyeon-Woo Wonseok Choi Nayeong Kim Suha Kwak Tae-Hyun Oh DiffM 344 11 0 02 Aug 2023
Learning to Generate Training Datasets for Robust Semantic SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Marwane Hariat Olivier Laurent Rémi Kazmierczak Shihao Zhang Andrei Bursuc Angela Yao Gianni Franchi UQCV 271 4 0 01 Aug 2023
Regularizing Neural Networks with Meta-Learning Generative ModelsNeural Information Processing Systems (NeurIPS), 2023 Shin'ya Yamaguchi Daiki Chijiwa Sekitoshi Kanai Atsutoshi Kumagai H. Kashima 238 7 0 26 Jul 2023
Benchmarking and Analyzing Generative Data for Visual RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Yue Liu Haotian Liu Liangyu Chen Yong Jae Lee Xuefei Liu Yu Qiao VLM EGVM 199 5 0 25 Jul 2023
GEM: Boost Simple Network for Glass Surface Segmentation via Vision Foundation ModelsIEEE transactions on multimedia (IEEE TMM), 2023 Jing Hao Xinyu Li Liang Gao Shumin Han VLM DiffM 246 4 0 22 Jul 2023
Improving Multimodal Datasets with Image CaptioningNeural Information Processing Systems (NeurIPS), 2023 Thao Nguyen S. Gadre Gabriel Ilharco Sewoong Oh Ludwig Schmidt VLM 243 123 0 19 Jul 2023
Image Captions are Natural Prompts for Text-to-Image ModelsInternational Journal of Computer Vision (IJCV), 2023 Shiye Lei Hao Chen Senyang Zhang Bo Zhao Dacheng Tao VLM 400 23 0 17 Jul 2023
Self-Consuming Generative Models Go MADInternational Conference on Learning Representations (ICLR), 2023 Sina Alemohammad Josue Casco-Rodriguez Lorenzo Luzi Ahmed Imtiaz Humayun Hossein Babaei Daniel LeJeune Ali Siahkoohi Richard G. Baraniuk WIGM 278 223 0 04 Jul 2023
Class-Incremental Learning using Diffusion Model for Distillation and Replay Quentin Jodelet Xin Liu Yin Jun Phua T. Murata DiffM 296 43 0 30 Jun 2023
Federated Generative Learning with Foundation Models Jie Zhang Xiaohua Qi Bo Zhao FedML 256 26 0 28 Jun 2023
RS5M and GeoRSCLIP: A Large Scale Vision-Language Dataset and A Large Vision-Language Model for Remote SensingIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023 Zilun Zhang Tiancheng Zhao Yulong Guo Yuxiang Cai DiffM VLM 1.2K 146 0 20 Jun 2023
DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic DataNeural Information Processing Systems (NeurIPS), 2023 Stephanie Fu Netanel Y. Tamir Shobhita Sundaram Lucy Chai Richard Y. Zhang Tali Dekel Phillip Isola EGVM 359 215 0 15 Jun 2023
DiffAug: A Diffuse-and-Denoise Augmentation for Training Robust ClassifiersNeural Information Processing Systems (NeurIPS), 2023 Chandramouli Shama Sastry Sri Harsha Dumpala Sageev Oore 257 3 0 15 Jun 2023
Generating Images with 3D Annotations Using Diffusion ModelsInternational Conference on Learning Representations (ICLR), 2023 Wufei Ma Qihao Liu Jiahao Wang Angtian Wang Xiaoding Yuan ... Ruxiao Duan Yongrui Qi Adam Kortylewski Yaoyao Liu Alan Yuille DiffM 314 14 0 13 Jun 2023
Unlocking Foundation Models for Privacy-Enhancing Speech Understanding: An Early Study on Low Resource Speech Training Leveraging Label-guided Synthetic Speech Content Tiantian Feng Digbalay Bose Xuan Shi Shrikanth Narayanan 191 1 0 13 Jun 2023
Waffling around for Performance: Visual Classification with Random Words and Broad ConceptsIEEE International Conference on Computer Vision (ICCV), 2023 Karsten Roth Jae Myung Kim A. Sophia Koepke Oriol Vinyals Cordelia Schmid Zeynep Akata VLM 231 107 0 12 Jun 2023
Fill-Up: Balancing Long-Tailed Data with Generative Models Joonghyuk Shin Minguk Kang Jaesik Park 287 41 0 12 Jun 2023
EventCLIP: Adapting CLIP for Event-based Object Recognition Ziyi Wu Xudong Liu Igor Gilitschenski VLM 272 28 0 10 Jun 2023
GeoDiffusion: Text-Prompted Geometric Control for Object Detection Data GenerationInternational Conference on Learning Representations (ICLR), 2023 Kai Chen Enze Xie Zhe Chen Yibo Wang Lanqing Hong Zhenguo Li Dit-Yan Yeung DiffM 199 46 0 07 Jun 2023
Multi-modal Latent DiffusionEntropy (Entropy), 2023 Mustapha Bounoua Giulio Franzese Pietro Michiardi DiffM 219 15 0 07 Jun 2023
GPT-FL: Generative Pre-trained Model-Assisted Federated Learning Tuo Zhang Tiantian Feng Samiul Alam Dimitrios Dimitriadis Sunwoo Lee Mi Zhang Shrikanth S. Narayanan Salman Avestimehr FedML 447 31 0 03 Jun 2023
Addressing Discrepancies in Semantic and Visual Alignment in Neural Networks Natalie Abreu Nathan Vaska Victoria Helus 126 0 0 01 Jun 2023
Evaluating the Capabilities of Multi-modal Reasoning Models with Synthetic Task Data Nathan Vaska Victoria Helus LRM 87 1 0 01 Jun 2023
StableRep: Synthetic Images from Text-to-Image Models Make Strong Visual Representation LearnersNeural Information Processing Systems (NeurIPS), 2023 Yonglong Tian Lijie Fan Phillip Isola Huiwen Chang Dilip Krishnan VLM DiffM 421 204 0 01 Jun 2023
Image Captioning with Multi-Context Synthetic DataAAAI Conference on Artificial Intelligence (AAAI), 2023 Feipeng Ma Y. Zhou Fengyun Rao Yueyi Zhang Xiaoyan Sun DiffM 182 18 0 29 May 2023
Toward Understanding Generative Data AugmentationNeural Information Processing Systems (NeurIPS), 2023 Chenyu Zheng Guoqiang Wu Chongxuan Li 194 40 0 27 May 2023
Diversify Your Vision Datasets with Automatic Diffusion-Based AugmentationNeural Information Processing Systems (NeurIPS), 2023 Lisa Dunlap Alyssa Umino Han Zhang Jiezhi Yang Joseph E. Gonzalez Trevor Darrell DiffM 326 110 0 25 May 2023
Training on Thin Air: Improve Image Classification with Generated Data Yongchao Zhou Hshmat Sahak Jimmy Ba DiffM 245 63 0 24 May 2023
Prompting Language-Informed Distribution for Compositional Zero-Shot LearningEuropean Conference on Computer Vision (ECCV), 2023 Wentao Bao Lichang Chen Heng-Chiao Huang Yu Kong CoGe VLM 341 34 0 23 May 2023
Is Synthetic Data From Diffusion Models Ready for Knowledge Distillation? Zheng Li Yuxuan Li Penghai Zhao Renjie Song Xiang Li Jian Yang 185 24 0 22 May 2023
Interactive Data Synthesis for Systematic Vision Adaptation via LLMs-AIGCs Collaboration Qifan Yu Juncheng Li Wentao Ye Siliang Tang Yueting Zhuang 194 14 0 22 May 2023
Discffusion: Discriminative Diffusion Models as Few-shot Vision and Language Learners Xuehai He Weixi Feng Tsu-Jui Fu Varun Jampani Arjun Reddy Akula P. Narayana Sugato Basu William Yang Wang Xinze Wang DiffM 389 12 0 18 May 2023
Generating images of rare concepts using pre-trained diffusion modelsAAAI Conference on Artificial Intelligence (AAAI), 2023 Dvir Samuel Rami Ben-Ari Simon Raviv N. Darshan Gal Chechik 471 66 0 27 Apr 2023
Synthetic Datasets for Autonomous Driving: A SurveyIEEE Transactions on Intelligent Vehicles (TIV), 2023 Zhihang Song Zimin He Xingyu Li Q. Ma RuiBo Ming ... Huaxin Pei Lihui Peng Jianming Hu Dingyi Yao Yan Zhang 223 79 0 24 Apr 2023
Image retrieval outperforms diffusion models on data augmentation Max F. Burg F. Wenzel Dominik Zietlow Max Horn Osama Makansi Francesco Locatello Chris Russell VLM DiffM 272 22 0 20 Apr 2023
Synthetic Data from Diffusion Models Improves ImageNet Classification Shekoofeh Azizi Simon Kornblith Chitwan Saharia Mohammad Norouzi David J. Fleet VLM DiffM 754 386 0 17 Apr 2023
One-shot Unsupervised Domain Adaptation with Personalized Diffusion Models Yasser Benigmim Subhankar Roy S. Essid Vicky Kalogeiton Stéphane Lathuilière DiffM 268 44 0 31 Mar 2023
Explore the Power of Synthetic Data on Few-shot Object Detection Shaobo Lin Kun Wang Xingyu Zeng Ruili Zhao 335 54 0 23 Mar 2023
A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 All You Need? Chaoning Zhang Chenshuang Zhang Sheng Zheng Yu Qiao Chenghao Li ... Lik-Hang Lee Yang Yang Heng Tao Shen In So Kweon Choong Seon Hong 283 197 0 21 Mar 2023
DiffuMask: Synthesizing Images with Pixel-level Annotations for Semantic Segmentation Using Diffusion ModelsIEEE International Conference on Computer Vision (ICCV), 2023 Weijia Wu Yuzhong Zhao Mike Zheng Shou Hong Zhou Chunhua Shen 467 180 0 21 Mar 2023

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Is synthetic data from generative models ready for image recognition?

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