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
ODYSSEE: Oyster Detection Yielded by Sensor Systems on Edge Electronics Xiaomin Lin Vivek Mange Arjun Suresh Bernhard Neuberger Aadi Palnitkar ... Alhim Vera Markus Vincze Ioannis Rekleitis Herbert G. Tanner Yiannis Aloimonos 36 2 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 44 1 0 09 Sep 2024
Can OOD Object Detectors Learn from Foundation Models? Jiahui Liu Xin Wen Shizhen Zhao Y. Chen Xiaojuan Qi OODD 40 2 0 08 Sep 2024
Data Augmentation for Image Classification using Generative AI Fazle Rahat M Shifat Hossain Md Rubel Ahmed Sumit Kumar Jha Rickard Ewetz VLM 54 4 0 31 Aug 2024
SAU: A Dual-Branch Network to Enhance Long-Tailed Recognition via Generative Models Guangxi Li Yinsheng Song Mingkai Zheng 41 0 0 29 Aug 2024
Improving Diffusion-based Data Augmentation with Inversion Spherical Interpolation Yanghao Wang Long Chen DiffM 32 0 0 29 Aug 2024
DIAGen: Diverse Image Augmentation with Generative Models Tobias Lingenberg Markus Reuter Gopika Sudhakaran Dominik Gojny Stefan Roth Simone Schaub-Meyer DiffM 28 3 0 26 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
A Simple Background Augmentation Method for Object Detection with Diffusion Model Yuhang Li Jun Gao Chen Chen Yue Zhang Jielei Zhang DiffM 40 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 42 0 0 30 Jul 2024
Weak-to-Strong Compositional Learning from Generative Models for Language-based Object Detection Kwanyong Park Kuniaki Saito Donghyun Kim VLM CoGe 53 0 0 21 Jul 2024
DataDream: Few-shot Guided Dataset Generation Jae Myung Kim Jessica Bader Stephan Alaniz Cordelia Schmid Zeynep Akata 39 5 0 15 Jul 2024
Enriching Information and Preserving Semantic Consistency in Expanding Curvilinear Object Segmentation Datasets Qin Lei Jiang Zhong Qizhu Dai DiffM 50 2 0 11 Jul 2024
SK-VQA: Synthetic Knowledge Generation at Scale for Training Context-Augmented Multimodal LLMs Xin Su Man Luo Kris W Pan Tien Pei Chou Vasudev Lal Phillip Howard 53 3 0 28 Jun 2024
Auto Cherry-Picker: Learning from High-quality Generative Data Driven by Language Yicheng Chen Xiangtai Li Yining Li Yanhong Zeng Jianzong Wu Xiangyu Zhao Kai Chen VLM DiffM 56 3 0 28 Jun 2024
Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Eyal Michaeli Ohad Fried 62 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 38 0 0 18 Jun 2024
Mining Open Semantics from CLIP: A Relation Transition Perspective for Few-Shot Learning Cilin Yan Haochen Wang Xiaolong Jiang Yao Hu Xu Tang Guoliang Kang E. Gavves VLM 26 0 0 17 Jun 2024
LRM-Zero: Training Large Reconstruction Models with Synthesized Data Desai Xie Sai Bi Zhixin Shu Kai Zhang Zexiang Xu Yi Zhou Soren Pirk Arie E. Kaufman Xin Sun Hao Tan SyDa 56 14 0 13 Jun 2024
Can Synthetic Audio From Generative Foundation Models Assist Audio Recognition and Speech Modeling? Tiantian Feng Dimitrios Dimitriadis Shrikanth Narayanan 32 4 0 13 Jun 2024
Beyond Model Collapse: Scaling Up with Synthesized Data Requires Reinforcement Yunzhen Feng Elvis Dohmatob Pu Yang Francois Charton Julia Kempe 53 4 0 11 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
Improving Geo-diversity of Generated Images with Contextualized Vendi Score Guidance Reyhane Askari Hemmat Melissa Hall Alicia Sun Candace Ross M. Drozdzal Adriana Romero Soriano 55 4 0 06 Jun 2024
Cross-Domain Graph Data Scaling: A Showcase with Diffusion Models Wenzhuo Tang Haitao Mao Danial Dervovic Ivan Brugere Saumitra Mishra Yuying Xie Jiliang Tang 50 3 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 34 1 0 03 Jun 2024
Slight Corruption in Pre-training Data Makes Better Diffusion Models Hao Chen Yujin Han Diganta Misra Xiang Li Kai Hu Difan Zou Masashi Sugiyama Jindong Wang Bhiksha Raj DiffM 47 5 0 30 May 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 49 18 0 30 May 2024
From Obstacle to Opportunity: Enhancing Semi-supervised Learning with Synthetic Data Zerun Wang Jiafeng Mao Liuyu Xiang Toshihiko Yamasaki 38 0 0 27 May 2024
Exploring the Impact of Synthetic Data for Aerial-view Human Detection Hyungtae Lee Yan Zhang Yingzhe Shen Heesung Kwon Shuvra S. Bhattacharyya 40 1 0 24 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 37 4 0 24 May 2024
BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation Yunhao Ge Yihe Tang Lyne Tchapmi Cem Gokmen Chengshu Li ... Miao Liu Pengchuan Zhang Ruohan Zhang Fei-Fei Li Jiajun Wu VGen 48 6 0 15 May 2024
Stable Diffusion-based Data Augmentation for Federated Learning with Non-IID Data Mahdi Morafah M. Reisser Bill Lin Christos Louizos FedML 34 5 0 13 May 2024
TI-ASU: Toward Robust Automatic Speech Understanding through Text-to-speech Imputation Against Missing Speech Modality Tiantian Feng Xuan Shi Rahul Gupta Shrikanth S. Narayanan 49 0 0 27 Apr 2024
WheelPose: Data Synthesis Techniques to Improve Pose Estimation Performance on Wheelchair Users William Huang Sam Ghahremani Siyou Pei Yang Zhang 34 3 0 25 Apr 2024
SynCellFactory: Generative Data Augmentation for Cell Tracking Moritz Sturm Lorenzo Cerrone Fred A. Hamprecht 39 3 0 25 Apr 2024
Reinforcement Learning with Generative Models for Compact Support Sets Nico Schiavone Xingyu Li 21 0 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 54 28 0 14 Apr 2024
Scalability in Building Component Data Annotation: Enhancing Facade Material Classification with Synthetic Data Josie Harrison Alexander Hollberg Yinan Yu 19 2 0 12 Apr 2024
Label Propagation for Zero-shot Classification with Vision-Language Models Vladan Stojnić Yannis Kalantidis Giorgos Tolias VLM 41 8 0 05 Apr 2024
No "Zero-Shot" Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance Vishaal Udandarao Ameya Prabhu Adhiraj Ghosh Yash Sharma Philip H. S. Torr Adel Bibi Samuel Albanie Matthias Bethge VLM 128 45 0 04 Apr 2024
On the Surprising Efficacy of Distillation as an Alternative to Pre-Training Small Models Sean Farhat Deming Chen 42 0 0 04 Apr 2024
Multi Positive Contrastive Learning with Pose-Consistent Generated Images Sho Inayoshi Aji Resindra Widya Satoshi Ozaki Junji Otsuka Takeshi Ohashi 3DH 52 1 0 04 Apr 2024
Future-Proofing Class-Incremental Learning Quentin Jodelet Xin Liu Yin Jun Phua Tsuyoshi Murata VLM 41 2 0 04 Apr 2024
LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion Pancheng Zhao Peng-Tao Xu Pengda Qin Deng-Ping Fan Zhicheng Zhang Guoli Jia Bowen Zhou Jufeng Yang 30 9 0 30 Mar 2024
Is Synthetic Image Useful for Transfer Learning? An Investigation into Data Generation, Volume, and Utilization Yuhang Li Xin Dong Chen Chen Jingtao Li Yuxin Wen Michael Spranger Lingjuan Lyu DiffM 30 4 0 28 Mar 2024
Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model Zhicai Wang Longhui Wei Tan Wang Heyu Chen Yanbin Hao Xiang Wang Xiangnan He Qi Tian VLM DiffM 32 17 0 28 Mar 2024
Synthetic training set generation using text-to-audio models for environmental sound classification Francesca Ronchini Luca Comanducci Fabio Antonacci 37 2 0 26 Mar 2024
SatSynth: Augmenting Image-Mask Pairs through Diffusion Models for Aerial Semantic Segmentation Aysim Toker Marvin Eisenberger Daniel Cremers Laura Leal-Taixé DiffM 32 20 0 25 Mar 2024
BEND: Bagging Deep Learning Training Based on Efficient Neural Network Diffusion Jia Wei Xingjun Zhang Witold Pedrycz DiffM 24 0 0 23 Mar 2024
Controlled Training Data Generation with Diffusion Models Teresa Yeo Andrei Atanov Harold Benoit Aleksandr Alekseev Ruchira Ray Pooya Esmaeil Akhoondi Amir Zamir 47 4 0 22 Mar 2024