StableRep: Synthetic Images from Text-to-Image Models Make Strong Visual Representation Learners

1 June 2023

Papers citing "StableRep: Synthetic Images from Text-to-Image Models Make Strong Visual Representation Learners"

50 / 108 papers shown

Title
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
URDFormer: A Pipeline for Constructing Articulated Simulation Environments from Real-World Images Zoey Chen Aaron Walsman Marius Memmel Kaichun Mo Alex Fang Karthikeya Vemuri Alan Wu Dieter Fox Abhishek Gupta AI4CE VGen 65 26 0 19 May 2024
Mind the Gap Between Synthetic and Real: Utilizing Transfer Learning to Probe the Boundaries of Stable Diffusion Generated Data Leonhard Hennicke C. Adriano Holger Giese Jan Mathias Koehler Lukas Schott DiffM 55 2 0 06 May 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
Zero-Shot Distillation for Image Encoders: How to Make Effective Use of Synthetic Data Niclas Popp J. H. Metzen Matthias Hein VLM 42 1 0 25 Apr 2024
Reinforcement Learning with Generative Models for Compact Support Sets Nico Schiavone Xingyu Li 21 0 0 25 Apr 2024
Improving Pediatric Pneumonia Diagnosis with Adult Chest X-ray Images Utilizing Contrastive Learning and Embedding Similarity Mohammad Zunaed Anwarul Hasan Taufiq Hasan 31 0 0 19 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
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
Would Deep Generative Models Amplify Bias in Future Models? Tianwei Chen Yusuke Hirota Mayu Otani Noa Garcia Yuta Nakashima 45 12 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
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
ImageNet-D: Benchmarking Neural Network Robustness on Diffusion Synthetic Object Chenshuang Zhang Fei Pan Junmo Kim In So Kweon Chengzhi Mao 49 9 1 27 Mar 2024
DODA: Adapting Object Detectors to Dynamic Agricultural Environments in Real-Time with Diffusion Shuai Xiang Pieter M. Blok James Burridge Haozhou Wang Wei Guo 31 0 0 27 Mar 2024
Recommendation of data-free class-incremental learning algorithms by simulating future data Eva Feillet Adrian Daniel Popescu C´eline Hudelot 49 0 0 26 Mar 2024
DreamLIP: Language-Image Pre-training with Long Captions Kecheng Zheng Yifei Zhang Wei Wu Fan Lu Shuailei Ma Xin Jin Wei Chen Yujun Shen VLM CLIP 47 26 0 25 Mar 2024
Do Generated Data Always Help Contrastive Learning? Yifei Wang Jizhe Zhang Yisen Wang DiffM 33 22 0 19 Mar 2024
GenView: Enhancing View Quality with Pretrained Generative Model for Self-Supervised Learning Xiaojie Li Yibo Yang Hefei Ling Jianlong Wu Yue Yu Guohao Li Min Zhang SSL 34 6 0 18 Mar 2024
3D Human Reconstruction in the Wild with Synthetic Data Using Generative Models Yongtao Ge Wenjia Wang Yongfan Chen Hao Chen Chunhua Shen 3DH 37 8 0 17 Mar 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 37 7 0 16 Mar 2024
Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation Yunhao Gou Kai Chen Zhili Liu Lanqing Hong Hang Xu Zhenguo Li Dit-Yan Yeung James T. Kwok Yu Zhang MLLM 43 37 0 14 Mar 2024
SELMA: Learning and Merging Skill-Specific Text-to-Image Experts with Auto-Generated Data Jialu Li Jaemin Cho Yi-Lin Sung Jaehong Yoon Mohit Bansal MoMe DiffM 44 8 0 11 Mar 2024
Can Generative Models Improve Self-Supervised Representation Learning? Sana Ayromlou Arash Afkanpour Vahid Reza Khazaie Fereshteh Forghani 31 3 0 09 Mar 2024
MAGID: An Automated Pipeline for Generating Synthetic Multi-modal Datasets Hossein Aboutalebi Hwanjun Song Yusheng Xie Arshit Gupta Justin Sun Hang Su Igor Shalyminov Nikolaos Pappas Siffi Singh Saab Mansour DiffM EGVM 46 4 0 05 Mar 2024
SynthCLIP: Are We Ready for a Fully Synthetic CLIP Training? Hasan Hammoud Hani Itani Fabio Pizzati Philip H. S. Torr Adel Bibi Guohao Li CLIP VLM 120 36 0 02 Feb 2024
A Vision Check-up for Language Models Pratyusha Sharma Tamar Rott Shaham Manel Baradad Stephanie Fu Adrian Rodriguez-Munoz Shivam Duggal Phillip Isola Antonio Torralba VLM LRM 78 24 0 03 Jan 2024
SynCDR : Training Cross Domain Retrieval Models with Synthetic Data Samarth Mishra Carlos D. Castillo Hongcheng Wang Kate Saenko Venkatesh Saligrama 56 1 0 31 Dec 2023
Learning Vision from Models Rivals Learning Vision from Data Yonglong Tian Lijie Fan Kaifeng Chen Dina Katabi Dilip Krishnan Phillip Isola 27 45 0 28 Dec 2023
Quality-Diversity Generative Sampling for Learning with Synthetic Data Allen Chang Matthew C. Fontaine Serena Booth Maja J. Matarić Stefanos Nikolaidis 42 1 0 22 Dec 2023
Learning Subject-Aware Cropping by Outpainting Professional Photos James Hong Lu Yuan Michael Gharbi Matthew Fisher Kayvon Fatahalian 27 2 0 19 Dec 2023
NoiseCLR: A Contrastive Learning Approach for Unsupervised Discovery of Interpretable Directions in Diffusion Models Yusuf Dalva Pinar Yanardag DiffM 26 18 0 08 Dec 2023
Cross Domain Generative Augmentation: Domain Generalization with Latent Diffusion Models S. Hemati Mahdi Beitollahi A. Estiri Bassel Al Omari Xi Chen Guojun Zhang 19 6 0 08 Dec 2023
GenQ: Quantization in Low Data Regimes with Generative Synthetic Data Yuhang Li Youngeun Kim Donghyun Lee Souvik Kundu Priyadarshini Panda MQ 36 2 0 07 Dec 2023
Scaling Laws of Synthetic Images for Model Training ... for Now Lijie Fan Kaifeng Chen Dilip Krishnan Dina Katabi Phillip Isola Yonglong Tian CLIP VLM 41 61 0 07 Dec 2023
Gen2Det: Generate to Detect Saksham Suri Fanyi Xiao Animesh Sinha Sean Culatana Raghuraman Krishnamoorthi Chenchen Zhu Abhinav Shrivastava VLM DiffM 29 9 0 07 Dec 2023
Mitigating Open-Vocabulary Caption Hallucinations Assaf Ben-Kish Moran Yanuka Morris Alper Raja Giryes Hadar Averbuch-Elor MLLM VLM 23 6 0 06 Dec 2023
Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Victor G. Turrisi da Costa Nicola Dall’Asen Yiming Wang N. Sebe Elisa Ricci 43 3 0 05 Dec 2023
HiPA: Enabling One-Step Text-to-Image Diffusion Models via High-Frequency-Promoting Adaptation Yifan Zhang Bryan Hooi VLM 31 9 0 30 Nov 2023
ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet Accuracy Kirill Vishniakov Zhiqiang Shen Zhuang Liu CLIP 42 16 0 15 Nov 2023
Semantic Generative Augmentations for Few-Shot Counting Perla Doubinsky Nicolas Audebert M. Crucianu Hervé Le Borgne VLM DiffM 24 4 0 26 Oct 2023
Gaining Wisdom from Setbacks: Aligning Large Language Models via Mistake Analysis Kai Chen Chunwei Wang Kuo Yang Jianhua Han Lanqing Hong ... Zhenguo Li Dit-Yan Yeung Lifeng Shang Xin Jiang Qun Liu 42 33 0 16 Oct 2023
Real-Fake: Effective Training Data Synthesis Through Distribution Matching Jianhao Yuan Jie Zhang Shuyang Sun Philip H. S. Torr Bo-Lu Zhao 30 22 0 16 Oct 2023
AI-Generated Images as Data Source: The Dawn of Synthetic Era Zuhao Yang Fangneng Zhan Kunhao Liu Muyu Xu Shijian Lu EGVM 31 18 0 03 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 25 4 0 02 Oct 2023
Feedback-guided Data Synthesis for Imbalanced Classification Reyhane Askari Hemmat Mohammad Pezeshki Florian Bordes M. Drozdzal Adriana Romero Soriano SyDa 17 19 0 29 Sep 2023
Exploring Limits of Diffusion-Synthetic Training with Weakly Supervised Semantic Segmentation Ryota Yoshihashi Yuya Otsuka Kenji Doi Tomohiro Tanaka Hirokatsu Kataoka 31 1 0 04 Sep 2023
Generative AI for Medical Imaging: extending the MONAI Framework W. H. Pinaya M. Graham E. Kerfoot Petru-Daniel Tudosiu J. Dafflon ... Andrew Feng Marc Modat P. Nachev Sebastien Ourselin M. Jorge Cardoso SyDa MedIm 40 64 0 27 Jul 2023
Image Captions are Natural Prompts for Text-to-Image Models Shiye Lei Hao Chen Senyang Zhang Bo-Lu Zhao Dacheng Tao VLM 29 19 0 17 Jul 2023
JourneyDB: A Benchmark for Generative Image Understanding Keqiang Sun Junting Pan Yuying Ge Hao Li Haodong Duan ... Yi Wang Jifeng Dai Yu Qiao Limin Wang Hongsheng Li 54 102 0 03 Jul 2023