Do Better ImageNet Models Transfer Better?

23 May 2018

Papers citing "Do Better ImageNet Models Transfer Better?"

50 / 640 papers shown

Title
Leverage Your Local and Global Representations: A New Self-Supervised Learning Strategy Tong Zhang Congpei Qiu Wei Ke Sabine Süsstrunk Mathieu Salzmann SSL 21 36 0 31 Mar 2022
Kernel Modulation: A Parameter-Efficient Method for Training Convolutional Neural Networks Yuhuang Hu Shih-Chii Liu 23 0 0 29 Mar 2022
A Broad Study of Pre-training for Domain Generalization and Adaptation Donghyun Kim Kaihong Wang Stan Sclaroff Kate Saenko OOD AI4CE 30 79 0 22 Mar 2022
Concept-based Adversarial Attacks: Tricking Humans and Classifiers Alike Johannes Schneider Giovanni Apruzzese AAML 27 8 0 18 Mar 2022
CYBORGS: Contrastively Bootstrapping Object Representations by Grounding in Segmentation Renhao Wang Hang Zhao Yang Gao SSL 29 1 0 17 Mar 2022
X-Learner: Learning Cross Sources and Tasks for Universal Visual Representation Yinan He Gengshi Huang Siyu Chen Jianing Teng Wang Kun Zhen-fei Yin Lu Sheng Ziwei Liu Yu Qiao Jing Shao VLM SSL ViT 43 7 0 16 Mar 2022
One Network Doesn't Rule Them All: Moving Beyond Handcrafted Architectures in Self-Supervised Learning Sharath Girish Debadeepta Dey Neel Joshi Vibhav Vineet S. Shah C. C. T. Mendes Abhinav Shrivastava Yale Song SSL 46 2 0 15 Mar 2022
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy Yuanhan Zhang Qi Sun Yichun Zhou Zexin He Zhen-fei Yin Kunze Wang Lu Sheng Yu Qiao Jing Shao Ziwei Liu ObjD VLM 32 19 0 15 Mar 2022
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Mitchell Wortsman Gabriel Ilharco S. Gadre Rebecca Roelofs Raphael Gontijo-Lopes ... Hongseok Namkoong Ali Farhadi Y. Carmon Simon Kornblith Ludwig Schmidt MoMe 54 916 1 10 Mar 2022
Do better ImageNet classifiers assess perceptual similarity better? Manoj Kumar N. Houlsby Nal Kalchbrenner E. D. Cubuk 31 31 0 09 Mar 2022
Towards Inadequately Pre-trained Models in Transfer Learning Andong Deng Xingjian Li Di Hu Tianyang Wang Haoyi Xiong Chengzhong Xu 13 6 0 09 Mar 2022
Data augmentation with mixtures of max-entropy transformations for filling-level classification Apostolos Modas Andrea Cavallaro P. Frossard 22 0 0 08 Mar 2022
Evolutionary Neural Cascade Search across Supernetworks A. Chebykin Tanja Alderliesten Peter A. N. Bosman 13 1 0 08 Mar 2022
Discriminability-Transferability Trade-Off: An Information-Theoretic Perspective Quan Cui Bingchen Zhao Zhao-Min Chen Borui Zhao Renjie Song Jiajun Liang Boyan Zhou Osamu Yoshie 24 18 0 08 Mar 2022
Kubric: A scalable dataset generator Klaus Greff Francois Belletti Lucas Beyer Carl Doersch Yilun Du ... Ziyu Wang Tianhao Wu K. M. Yi Fangcheng Zhong Andrea Tagliasacchi 45 250 0 07 Mar 2022
What Makes Transfer Learning Work For Medical Images: Feature Reuse & Other Factors Christos Matsoukas Johan Fredin Haslum Moein Sorkhei Magnus P Soderberg Kevin Smith VLM OOD MedIm 27 85 0 02 Mar 2022
Adversarial Contrastive Self-Supervised Learning Wentao Zhu Hang Shang Tingxun Lv Chao Liao Sen Yang Ji Liu SSL 21 1 0 26 Feb 2022
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution Ananya Kumar Aditi Raghunathan Robbie Jones Tengyu Ma Percy Liang OODD 50 642 0 21 Feb 2022
BP-Triplet Net for Unsupervised Domain Adaptation: A Bayesian Perspective Shanshan Wang Lei Zhang Pichao Wang 41 23 0 19 Feb 2022
Two-stage architectural fine-tuning with neural architecture search using early-stopping in image classification Youngkee Kim Won Joon Yun Youn Kyu Lee Soyi Jung Joongheon Kim 23 5 0 17 Feb 2022
Debiased Self-Training for Semi-Supervised Learning Baixu Chen Junguang Jiang Ximei Wang Pengfei Wan Jianmin Wang Mingsheng Long 32 86 0 15 Feb 2022
Building Inspection Toolkit: Unified Evaluation and Strong Baselines for Damage Recognition Johannes Flotzinger Philipp J. Rösch Norbert Oswald T. Braml 32 6 0 14 Feb 2022
Accountability in an Algorithmic Society: Relationality, Responsibility, and Robustness in Machine Learning A. Feder Cooper Emanuel Moss Benjamin Laufer Helen Nissenbaum MLAU 26 85 0 10 Feb 2022
Investigating Transfer Learning in Graph Neural Networks Nishai Kooverjee Steven D. James Terence L van Zyl GNN 33 14 0 01 Feb 2022
Revisiting Weakly Supervised Pre-Training of Visual Perception Models Mannat Singh Laura Gustafson Aaron B. Adcock Vinicius de Freitas Reis B. Gedik Raj Prateek Kosaraju D. Mahajan Ross B. Girshick Piotr Dollár L. V. D. van der Maaten VLM 40 123 0 20 Jan 2022
PT4AL: Using Self-Supervised Pretext Tasks for Active Learning J. S. K. Yi Min-seok Seo Jongchan Park Dong-Geol Choi SSL VLM 32 41 0 19 Jan 2022
Transferability in Deep Learning: A Survey Junguang Jiang Yang Shu Jianmin Wang Mingsheng Long OOD 34 101 0 15 Jan 2022
Head2Toe: Utilizing Intermediate Representations for Better Transfer Learning Utku Evci Vincent Dumoulin Hugo Larochelle Michael C. Mozer 30 83 0 10 Jan 2022
Improving the Behaviour of Vision Transformers with Token-consistent Stochastic Layers Nikola Popovic D. Paudel Thomas Probst Luc Van Gool 34 1 0 30 Dec 2021
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Wenbo Li Xin Lu Shengju Qian Jiangbo Lu Xinming Zhang Jiaya Jia ViT 32 83 0 19 Dec 2021
Ensembling Off-the-shelf Models for GAN Training Nupur Kumari Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 34 86 0 16 Dec 2021
Representation Alignment in Neural Networks Ehsan Imani Wei Hu Martha White 22 4 0 15 Dec 2021
Tradeoffs Between Contrastive and Supervised Learning: An Empirical Study A. Karthik Mike Wu Noah D. Goodman Alex Tamkin SSL 32 5 0 10 Dec 2021
How Well Do Sparse Imagenet Models Transfer? Eugenia Iofinova Alexandra Peste Mark Kurtz Dan Alistarh 27 38 0 26 Nov 2021
Transferability Metrics for Selecting Source Model Ensembles A. Agostinelli J. Uijlings Thomas Mensink V. Ferrari 15 23 0 25 Nov 2021
Transferability Estimation using Bhattacharyya Class Separability Michal Pándy A. Agostinelli J. Uijlings V. Ferrari Thomas Mensink 19 57 0 24 Nov 2021
CytoImageNet: A large-scale pretraining dataset for bioimage transfer learning Stanley Bryan Z. Hua Alex X. Lu Alan M. Moses CLIP VLM 16 15 0 23 Nov 2021
Florence: A New Foundation Model for Computer Vision Lu Yuan Dongdong Chen Yi-Ling Chen Noel Codella Xiyang Dai ... Zhen Xiao Jianwei Yang Michael Zeng Luowei Zhou Pengchuan Zhang VLM 29 879 0 22 Nov 2021
Adaptive Transfer Learning: a simple but effective transfer learning J. H. Lee Henry Kvinge Scott Howland Zach New John Buckheit Lauren A. Phillips Elliott Skomski J. Hibler Court D. Corley Nathan Oken Hodas 25 0 0 22 Nov 2021
Evaluating Self and Semi-Supervised Methods for Remote Sensing Segmentation Tasks Chaitanya Patel Shashank Sharma Valerie J. Pasquarella Varun Gulshan SSL 27 15 0 19 Nov 2021
Rethinking Query, Key, and Value Embedding in Vision Transformer under Tiny Model Constraints Jaesin Ahn Jiuk Hong Jeongwoo Ju Heechul Jung ViT 32 3 0 19 Nov 2021
Training Neural Networks with Fixed Sparse Masks Yi-Lin Sung Varun Nair Colin Raffel FedML 32 196 0 18 Nov 2021
Improving Transferability of Representations via Augmentation-Aware Self-Supervision Hankook Lee Kibok Lee Kimin Lee Honglak Lee Jinwoo Shin SSL 29 51 0 18 Nov 2021
LiT: Zero-Shot Transfer with Locked-image text Tuning Xiaohua Zhai Tianlin Li Basil Mustafa Andreas Steiner Daniel Keysers Alexander Kolesnikov Lucas Beyer VLM 48 543 0 15 Nov 2021
Scalable Diverse Model Selection for Accessible Transfer Learning Daniel Bolya Rohit Mittapalli Judy Hoffman OODD 27 41 0 12 Nov 2021
Do we still need ImageNet pre-training in remote sensing scene classification? Vladimir Risojević Vladan Stojnić 38 11 0 05 Nov 2021
Meta-Learning to Improve Pre-Training Aniruddh Raghu Jonathan Lorraine Simon Kornblith Matthew B. A. McDermott David Duvenaud 19 30 0 02 Nov 2021
Projected GANs Converge Faster Axel Sauer Kashyap Chitta Jens Muller Andreas Geiger 47 234 0 01 Nov 2021
Self-Supervised Learning Disentangled Group Representation as Feature Tan Wang Zhongqi Yue Jianqiang Huang Qianru Sun Hanwang Zhang OOD 36 67 0 28 Oct 2021
A Survey of Self-Supervised and Few-Shot Object Detection Gabriel Huang I. Laradji David Vazquez Simon Lacoste-Julien Pau Rodríguez López ObjD 27 77 0 27 Oct 2021