Contrastive Visual Data Augmentation

24 February 2025

Papers citing "Contrastive Visual Data Augmentation"

27 / 27 papers shown

Title
GPT-4o System Card OpenAI OpenAI : Aaron Hurst Adam Lerer Adam P. Goucher ... Yuchen He Yuchen Zhang Yujia Jin Yunxing Dai Yury Malkov MLLM 126 750 0 25 Oct 2024
ARMADA: Attribute-Based Multimodal Data Augmentation Xiaomeng Jin Jeonghwan Kim Yu Zhou Kuan-Hao Huang Te-Lin Wu Nanyun Peng Heng Ji 50 2 0 19 Aug 2024
SynthVLM: High-Efficiency and High-Quality Synthetic Data for Vision Language Models Zheng Liu Hao Liang Xijie Huang Wentao Xiong Qinhan Yu Linzhuang Sun Chong Chen Conghui He Tengjiao Wang Wentao Zhang SyDa 75 1 0 30 Jul 2024
Why are Visually-Grounded Language Models Bad at Image Classification? Yuhui Zhang Alyssa Unell Xiaohan Wang Dhruba Ghosh Yuchang Su Ludwig Schmidt Serena Yeung-Levy VLM 47 34 0 28 May 2024
Synth $^2$ : Boosting Visual-Language Models with Synthetic Captions and Image Embeddings Sahand Sharifzadeh Christos Kaplanis Shreya Pathak D. Kumaran Anastasija Ilić Jovana Mitrović Charles Blundell Andrea Banino VLM 66 12 0 12 Mar 2024
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis Patrick Esser Sumith Kulal A. Blattmann Rahim Entezari Jonas Muller ... Zion English Kyle Lacey Alex Goodwin Yannik Marek Robin Rombach DiffM 212 1,244 0 05 Mar 2024
ShareGPT4V: Improving Large Multi-Modal Models with Better Captions Lin Chen Jinsong Li Xiao-wen Dong Pan Zhang Conghui He Jiaqi Wang Feng Zhao Dahua Lin MLLM VLM 161 644 0 21 Nov 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 89 2,593 0 05 Oct 2023
Towards reporting bias in visual-language datasets: bimodal augmentation by decoupling object-attribute association Qiyu Wu Mengjie Zhao Yutong He Lang Huang Junya Ono Hiromi Wakaki Yuki Mitsufuji 71 5 0 02 Oct 2023
ALIP: Adaptive Language-Image Pre-training with Synthetic Caption Kaicheng Yang Jiankang Deng Xiang An Jiawei Li Ziyong Feng Jia Guo Jing Yang Tongliang Liu VLM CLIP 65 50 0 16 Aug 2023
Sample-Efficient Learning of Novel Visual Concepts Sarthak Bhagat Simon Stepputtis Joseph Campbell Katia Sycara 65 9 0 15 Jun 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 347 4,607 0 17 Apr 2023
Learning Multimodal Data Augmentation in Feature Space Zichang Liu Zhiqiang Tang Xingjian Shi Aston Zhang Mu Li Anshumali Shrivastava A. Wilson 66 22 0 29 Dec 2022
When and why vision-language models behave like bags-of-words, and what to do about it? Mert Yuksekgonul Federico Bianchi Pratyusha Kalluri Dan Jurafsky James Zou VLM CoGe 54 384 0 04 Oct 2022
MixGen: A New Multi-Modal Data Augmentation Xiaoshuai Hao Yi Zhu Srikar Appalaraju Aston Zhang Wanqian Zhang Boyang Li Mu Li VLM 66 86 0 16 Jun 2022
Image Data Augmentation for Deep Learning: A Survey Suorong Yang Wei-Ting Xiao Mengcheng Zhang Suhan Guo Jian Zhao S. Furao 41 245 0 19 Apr 2022
Matching Feature Sets for Few-Shot Image Classification Arman Afrasiyabi Hugo Larochelle Jean-François Lalonde Christian Gagné VLM 53 72 0 02 Apr 2022
StyleAugment: Learning Texture De-biased Representations by Style Augmentation without Pre-defined Textures Sanghyuk Chun Song Park 30 6 0 24 Aug 2021
Cut-Thumbnail: A Novel Data Augmentation for Convolutional Neural Network Tianshu Xie Xuan Cheng Minghui Liu Jiali Deng Xiaomin Wang Ming Liu 27 29 0 09 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 686 28,659 0 26 Feb 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 408 40,217 0 22 Oct 2020
SaliencyMix: A Saliency Guided Data Augmentation Strategy for Better Regularization A. Uddin Sirazam Monira Wheemyung Shin TaeChoong Chung Sung-Ho Bae 39 228 0 02 Jun 2020
A Baseline for Few-Shot Image Classification Guneet Singh Dhillon Pratik Chaudhari Avinash Ravichandran Stefano Soatto 67 578 0 06 Sep 2019
STaDA: Style Transfer as Data Augmentation Xu Zheng Tejo Chalasani Koustav Ghosal Sebastian Lutz A. Smolic 31 62 0 03 Sep 2019
On First-Order Meta-Learning Algorithms Alex Nichol Joshua Achiam John Schulman 203 2,226 0 08 Mar 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 763 11,793 0 09 Mar 2017
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 295 7,299 0 13 Jun 2016