Effective Data Augmentation With Diffusion Models

7 February 2023

Papers citing "Effective Data Augmentation With Diffusion Models"

35 / 35 papers shown

Title
Synthetic Code Surgery: Repairing Bugs and Vulnerabilities with LLMs and Synthetic Data David de-Fitero-Dominguez Antonio Garcia-Cabot Eva García-López SyDa 44 0 0 12 May 2025
ViCTr: Vital Consistency Transfer for Pathology Aware Image Synthesis Onkar Susladkar Gayatri S Deshmukh Yalcin Tur Ulas Bagci MedIm 51 0 0 08 May 2025
Boosting Statistic Learning with Synthetic Data from Pretrained Large Models Jialong Jiang Wenkang Hu Jian Huang Yuling Jiao Xu Liu DiffM 45 0 0 08 May 2025
Generating Synthetic Data via Augmentations for Improved Facial Resemblance in DreamBooth and InstantID Koray Ulusan Benjamin Kiefer DiffM 29 0 0 06 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
D-Feat Occlusions: Diffusion Features for Robustness to Partial Visual Occlusions in Object Recognition Rupayan Mallick Sibo Dong Nataniel Ruiz Sarah Adel Bargal DiffM 44 0 0 08 Apr 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 95 3 0 19 Mar 2025
Diffusion on Graph: Augmentation of Graph Structure for Node Classification Yancheng Wang Changyu Liu Yingzhen Yang DiffM GNN 71 0 0 16 Mar 2025
Hummingbird: High Fidelity Image Generation via Multimodal Context Alignment Minh-Quan Le Gaurav Mittal Tianjian Meng A S M Iftekhar Vishwas Suryanarayanan Barun Patra Dimitris Samaras Mei Chen DiffM 60 0 0 07 Feb 2025
Generative Data Augmentation Challenge: Zero-Shot Speech Synthesis for Personalized Speech Enhancement Jae-Sung Bae Anastasia Kuznetsova Dinesh Manocha John Hershey Trausti Kristjansson Minje Kim 72 0 0 23 Jan 2025
Paint Outside the Box: Synthesizing and Selecting Training Data for Visual Grounding Zilin Du Haoxin Li Jianfei Yu Boyang Li 105 0 0 01 Dec 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
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 87 0 0 25 Sep 2024
In-Situ Fine-Tuning of Wildlife Models in IoT-Enabled Camera Traps for Efficient Adaptation Mohammad Mehdi Rastikerdar Jin Huang Hui Guan Deepak Ganesan 59 0 0 12 Sep 2024
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 34 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 30 1 0 09 Sep 2024
LoGex: Improved tail detection of extremely rare histopathology classes via guided diffusion Maximilian Mueller Matthias Hein MedIm 29 0 0 02 Sep 2024
Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Eyal Michaeli Ohad Fried 52 1 0 20 Jun 2024
Data Augmentation in Earth Observation: A Diffusion Model Approach Tiago Sousa B. Ries N. Guelfi DiffM 40 2 0 10 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
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 95 19 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 27 5 0 13 May 2024
Balancing Act: Distribution-Guided Debiasing in Diffusion Models Rishubh Parihar Abhijnya Bhat Abhipsa Basu Saswat Mallick Jogendra Nath Kundu R. V. Babu 43 18 0 28 Feb 2024
Low-Resource Vision Challenges for Foundation Models Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 22 5 0 09 Jan 2024
SynCDR : Training Cross Domain Retrieval Models with Synthetic Data Samarth Mishra Carlos D. Castillo Hongcheng Wang Kate Saenko Venkatesh Saligrama 43 1 0 31 Dec 2023
MGAug: Multimodal Geometric Augmentation in Latent Spaces of Image Deformations Tonmoy Hossain Miaomiao Zhang 19 2 0 20 Dec 2023
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks Zhaoyang Ma Xupeng He Hyung Kwak Jun Gao Shuyu Sun Bicheng Yan AI4CE 19 3 0 10 Nov 2023
CHORUS: Learning Canonicalized 3D Human-Object Spatial Relations from Unbounded Synthesized Images Sookwan Han Hanbyul Joo 14 14 0 23 Aug 2023
Image Captions are Natural Prompts for Text-to-Image Models Shiye Lei Hao Chen Senyang Zhang Bo-Lu Zhao Dacheng Tao VLM 24 19 0 17 Jul 2023
Is Synthetic Data From Diffusion Models Ready for Knowledge Distillation? Zheng Li Yuxuan Li Penghai Zhao Renjie Song Xiang Li Jian Yang 29 19 0 22 May 2023
Rethinking Data Augmentation for Tabular Data in Deep Learning Soma Onishi Shoya Meguro LMTD 18 14 0 17 May 2023
Diffusion Dataset Generation: Towards Closing the Sim2Real Gap for Pedestrian Detection A. Farley Mohsen Zand Michael A. Greenspan DiffM 21 1 0 16 May 2023
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero F. I. F. Richard Yu Radu Timofte Luc Van Gool DiffM 213 1,353 0 24 Jan 2022
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 325 1,584 0 10 Nov 2021
Image GANs meet Differentiable Rendering for Inverse Graphics and Interpretable 3D Neural Rendering Yuxuan Zhang Wenzheng Chen Huan Ling Jun Gao Yinan Zhang Antonio Torralba Sanja Fidler DRL 98 138 0 18 Oct 2020