Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images

Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images

4 December 2023

Raghuraman Krishnamoorthi

Papers citing "Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images"

15 / 15 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
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
Do Vision Models Develop Human-Like Progressive Difficulty Understanding? Zeyi Huang Utkarsh Ojha Yuyang Ji Donghyun Lee Yong Jae Lee OOD VLM Presented at ResearchTrend Connect \| VLM on 07 May 2025 98 0 1 17 Mar 2025
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
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
Data Augmentation for Image Classification using Generative AI Fazle Rahat M Shifat Hossain Md Rubel Ahmed Sumit Kumar Jha Rickard Ewetz VLM 49 4 0 31 Aug 2024
DataDream: Few-shot Guided Dataset Generation Jae Myung Kim Jessica Bader Stephan Alaniz Cordelia Schmid Zeynep Akata 39 5 0 15 Jul 2024
Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Eyal Michaeli Ohad Fried 59 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 33 0 0 18 Jun 2024
Robust Disaster Assessment from Aerial Imagery Using Text-to-Image Synthetic Data Tarun Kalluri Jihyeon Janel Lee Kihyuk Sohn Sahil Singla Manmohan Chandraker Joseph Z. Xu Jeremiah Liu 49 1 0 22 May 2024
Zero-Shot Distillation for Image Encoders: How to Make Effective Use of Synthetic Data Niclas Popp J. H. Metzen Matthias Hein VLM 40 1 0 25 Apr 2024
LAESI: Leaf Area Estimation with Synthetic Imagery Jacek Kaluzny Yannik Schreckenberg Karol Cyganik Peter Annighöfer Soren Pirk D. L. Michels Mikolaj Cieslak Farhah Assaad-Gerbert Bedrich Benes Wojciech Palubicki 3DV 41 3 0 31 Mar 2024
SynthCLIP: Are We Ready for a Fully Synthetic CLIP Training? Hasan Hammoud Hani Itani Fabio Pizzati Philip H. S. Torr Adel Bibi Bernard Ghanem CLIP VLM 120 36 0 02 Feb 2024
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,915 0 04 Mar 2022
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 279 10,348 0 12 Dec 2018