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2210.07574
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Is synthetic data from generative models ready for image recognition?
International Conference on Learning Representations (ICLR), 2022
14 October 2022
Ruifei He
Shuyang Sun
Xin Yu
Chuhui Xue
Wenqing Zhang
Juil Sock
Song Bai
Xiaojuan Qi
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ArXiv (abs)
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Github (183★)
Papers citing
"Is synthetic data from generative models ready for image recognition?"
50 / 265 papers shown
Diffusion Model as Representation Learner
IEEE International Conference on Computer Vision (ICCV), 2023
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179
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Mutian Xu
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Xiaoguang Han
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236
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362
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Neural Information Processing Systems (NeurIPS), 2023
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Yuzhong Zhao
Hao Chen
Yuchao Gu
Rui Zhao
Yefei He
Hong Zhou
Mike Zheng Shou
Chunhua Shen
334
144
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11 Aug 2023
Fine-tuning Multimodal LLMs to Follow Zero-shot Demonstrative Instructions
International Conference on Learning Representations (ICLR), 2023
Juncheng Li
Kaihang Pan
Zhiqi Ge
Minghe Gao
Wei Ji
Wenqiao Zhang
Tat-Seng Chua
Siliang Tang
Hanwang Zhang
Yueting Zhuang
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334
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Neural Information Processing Systems (NeurIPS), 2023
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Shashank Shekhar
Mark Ibrahim
Diane Bouchacourt
Pascal Vincent
Ari S. Morcos
203
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08 Aug 2023
Improving Human-Object Interaction Detection via Virtual Image Learning
ACM Multimedia (ACM MM), 2023
Shuman Fang
Shuai Liu
Jie Li
Guannan Jiang
Xianming Lin
Rongrong Ji
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290
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DiffusePast: Diffusion-based Generative Replay for Class Incremental Semantic Segmentation
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Yuxi Wang
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Xiao Chen
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Zhen Lei
Qing Li
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311
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Nam Hyeon-Woo
Wonseok Choi
Nayeong Kim
Suha Kwak
Tae-Hyun Oh
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390
11
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02 Aug 2023
Learning to Generate Training Datasets for Robust Semantic Segmentation
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Marwane Hariat
Olivier Laurent
Rémi Kazmierczak
Shihao Zhang
Andrei Bursuc
Angela Yao
Gianni Franchi
UQCV
311
5
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01 Aug 2023
Regularizing Neural Networks with Meta-Learning Generative Models
Neural Information Processing Systems (NeurIPS), 2023
Shin'ya Yamaguchi
Daiki Chijiwa
Sekitoshi Kanai
Atsutoshi Kumagai
H. Kashima
252
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26 Jul 2023
Benchmarking and Analyzing Generative Data for Visual Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Yue Liu
Haotian Liu
Liangyu Chen
Yong Jae Lee
Xuefei Liu
Yu Qiao
VLM
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220
6
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25 Jul 2023
GEM: Boost Simple Network for Glass Surface Segmentation via Vision Foundation Models
IEEE transactions on multimedia (IEEE TMM), 2023
Jing Hao
Xinyu Li
Liang Gao
Shumin Han
VLM
DiffM
277
4
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22 Jul 2023
Improving Multimodal Datasets with Image Captioning
Neural Information Processing Systems (NeurIPS), 2023
Thao Nguyen
S. Gadre
Gabriel Ilharco
Sewoong Oh
Ludwig Schmidt
VLM
263
125
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19 Jul 2023
Image Captions are Natural Prompts for Text-to-Image Models
International Journal of Computer Vision (IJCV), 2023
Shiye Lei
Hao Chen
Senyang Zhang
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Dacheng Tao
VLM
439
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17 Jul 2023
Self-Consuming Generative Models Go MAD
International Conference on Learning Representations (ICLR), 2023
Sina Alemohammad
Josue Casco-Rodriguez
Lorenzo Luzi
Ahmed Imtiaz Humayun
Hossein Babaei
Daniel LeJeune
Ali Siahkoohi
Richard G. Baraniuk
WIGM
319
235
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04 Jul 2023
Class-Incremental Learning using Diffusion Model for Distillation and Replay
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Xin Liu
Yin Jun Phua
T. Murata
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308
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30 Jun 2023
Federated Generative Learning with Foundation Models
Jie Zhang
Xiaohua Qi
Bo Zhao
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295
28
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28 Jun 2023
RS5M and GeoRSCLIP: A Large Scale Vision-Language Dataset and A Large Vision-Language Model for Remote Sensing
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Zilun Zhang
Tiancheng Zhao
Yulong Guo
Yuxiang Cai
DiffM
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156
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20 Jun 2023
DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data
Neural Information Processing Systems (NeurIPS), 2023
Stephanie Fu
Netanel Y. Tamir
Shobhita Sundaram
Lucy Chai
Richard Y. Zhang
Tali Dekel
Phillip Isola
EGVM
381
224
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15 Jun 2023
DiffAug: A Diffuse-and-Denoise Augmentation for Training Robust Classifiers
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Chandramouli Shama Sastry
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Sageev Oore
282
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15 Jun 2023
Generating Images with 3D Annotations Using Diffusion Models
International Conference on Learning Representations (ICLR), 2023
Wufei Ma
Qihao Liu
Jiahao Wang
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Xiaoding Yuan
...
Ruxiao Duan
Yongrui Qi
Adam Kortylewski
Yaoyao Liu
Alan Yuille
DiffM
372
17
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13 Jun 2023
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Digbalay Bose
Xuan Shi
Shrikanth Narayanan
205
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13 Jun 2023
Waffling around for Performance: Visual Classification with Random Words and Broad Concepts
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Karsten Roth
Jae Myung Kim
A. Sophia Koepke
Oriol Vinyals
Cordelia Schmid
Zeynep Akata
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252
111
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12 Jun 2023
Fill-Up: Balancing Long-Tailed Data with Generative Models
Joonghyuk Shin
Minguk Kang
Jaesik Park
311
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EventCLIP: Adapting CLIP for Event-based Object Recognition
Ziyi Wu
Xudong Liu
Igor Gilitschenski
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10 Jun 2023
GeoDiffusion: Text-Prompted Geometric Control for Object Detection Data Generation
International Conference on Learning Representations (ICLR), 2023
Kai Chen
Enze Xie
Zhe Chen
Yibo Wang
Lanqing Hong
Zhenguo Li
Dit-Yan Yeung
DiffM
256
48
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07 Jun 2023
Multi-modal Latent Diffusion
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Mustapha Bounoua
Giulio Franzese
Pietro Michiardi
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264
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07 Jun 2023
GPT-FL: Generative Pre-trained Model-Assisted Federated Learning
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Tiantian Feng
Samiul Alam
Dimitrios Dimitriadis
Sunwoo Lee
Mi Zhang
Shrikanth S. Narayanan
Salman Avestimehr
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499
31
0
03 Jun 2023
Addressing Discrepancies in Semantic and Visual Alignment in Neural Networks
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Nathan Vaska
Victoria Helus
155
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01 Jun 2023
Evaluating the Capabilities of Multi-modal Reasoning Models with Synthetic Task Data
Nathan Vaska
Victoria Helus
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107
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StableRep: Synthetic Images from Text-to-Image Models Make Strong Visual Representation Learners
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Yonglong Tian
Lijie Fan
Phillip Isola
Huiwen Chang
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444
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01 Jun 2023
Image Captioning with Multi-Context Synthetic Data
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Feipeng Ma
Y. Zhou
Fengyun Rao
Yueyi Zhang
Xiaoyan Sun
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214
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29 May 2023
Toward Understanding Generative Data Augmentation
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Chenyu Zheng
Guoqiang Wu
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212
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Diversify Your Vision Datasets with Automatic Diffusion-Based Augmentation
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Alyssa Umino
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364
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Training on Thin Air: Improve Image Classification with Generated Data
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Prompting Language-Informed Distribution for Compositional Zero-Shot Learning
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Wentao Bao
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Synthetic Datasets for Autonomous Driving: A Survey
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Zhihang Song
Zimin He
Xingyu Li
Q. Ma
RuiBo Ming
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Huaxin Pei
Lihui Peng
Jianming Hu
Dingyi Yao
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511
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21 Mar 2023
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