Rethinking ImageNet Pre-training

21 November 2018

Piotr Dollár

Papers citing "Rethinking ImageNet Pre-training"

50 / 166 papers shown

Title
Attention Mechanism based Cognition-level Scene Understanding Xuejiao Tang Tai Le Quy LRM 23 0 0 17 Apr 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning Chao Tao Ji Qi Guo Zhang Qing Zhu Weipeng Lu Haifeng Li 29 40 0 10 Apr 2022
3D Perception based Imitation Learning under Limited Demonstration for Laparoscope Control in Robotic Surgery Bin Li Ruofeng Wei Jiaqi Xu Bo Lu C. Yee Chi-Fai Ng Pheng-Ann Heng Qi Dou Yunhui Liu 14 12 0 07 Apr 2022
Exploring Cross-Domain Pretrained Model for Hyperspectral Image Classification Hyungtae Lee Sungmin Eum H. Kwon 19 22 0 07 Apr 2022
Improving Vision Transformers by Revisiting High-frequency Components Jiawang Bai Liuliang Yuan Shutao Xia Shuicheng Yan Zhifeng Li W. Liu ViT 8 90 0 03 Apr 2022
AudioTagging Done Right: 2nd comparison of deep learning methods for environmental sound classification Juncheng Billy Li Shuhui Qu Po-Yao (Bernie) Huang Florian Metze VLM 22 9 0 25 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 32 7 0 16 Mar 2022
MVP: Multimodality-guided Visual Pre-training Longhui Wei Lingxi Xie Wen-gang Zhou Houqiang Li Qi Tian 28 105 0 10 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 19 18 0 08 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 22 85 0 02 Mar 2022
How Low Can We Go? Pixel Annotation for Semantic Segmentation Daniel Kigli Ariel Shamir S. Avidan VLM 16 1 0 25 Jan 2022
Transferability in Deep Learning: A Survey Junguang Jiang Yang Shu Jianmin Wang Mingsheng Long OOD 25 101 0 15 Jan 2022
Ghost-dil-NetVLAD: A Lightweight Neural Network for Visual Place Recognition Qingyuan Gong Yu Liu Liqiang Zhang Renhe Liu ObjD VLM 22 3 0 22 Dec 2021
An Adaptive Graph Pre-training Framework for Localized Collaborative Filtering Yiqi Wang Chaozhuo Li Zheng Liu Mingzheng Li Jiliang Tang Xing Xie Lei Chen Philip S. Yu 22 23 0 14 Dec 2021
Self-Supervised Modality-Aware Multiple Granularity Pre-Training for RGB-Infrared Person Re-Identification Lin Wan Qianyan Jing Zongyuan Sun Chuan Zhang Zhihang Li Yehansen Chen SSL 12 5 0 12 Dec 2021
Revisiting the Transferability of Supervised Pretraining: an MLP Perspective Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Donglian Qi Wanli Ouyang 21 51 0 01 Dec 2021
CLIP Meets Video Captioning: Concept-Aware Representation Learning Does Matter Bang-ju Yang Tong Zhang Yuexian Zou CLIP 25 20 0 30 Nov 2021
MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection Zhenhong Sun Ming Lin Xiuyu Sun Zhiyu Tan Hao Li Rong Jin 15 32 0 26 Nov 2021
An Educated Warm Start For Deep Image Prior-Based Micro CT Reconstruction Riccardo Barbano Johannes Leuschner Maximilian Schmidt Alexander Denker A. Hauptmann Peter Maass Bangti Jin 29 19 0 23 Nov 2021
Benchmarking Detection Transfer Learning with Vision Transformers Yanghao Li Saining Xie Xinlei Chen Piotr Dollar Kaiming He Ross B. Girshick 14 164 0 22 Nov 2021
Improved Regularization and Robustness for Fine-tuning in Neural Networks Dongyue Li Hongyang R. Zhang NoLa 47 54 0 08 Nov 2021
Recognizing Vector Graphics without Rasterization Xinyang Jiang Lu Liu Caihua Shan Yifei Shen Xuanyi Dong Dongsheng Li GNN 6 17 0 05 Nov 2021
A Closer Look at Few-Shot Video Classification: A New Baseline and Benchmark Zhenxi Zhu Limin Wang Sheng Guo Gangshan Wu 31 32 0 24 Oct 2021
StyleAlign: Analysis and Applications of Aligned StyleGAN Models Zongze Wu Yotam Nitzan Eli Shechtman Dani Lischinski 16 56 0 21 Oct 2021
Training Deep Neural Networks with Joint Quantization and Pruning of Weights and Activations Xinyu Zhang Ian Colbert Ken Kreutz-Delgado Srinjoy Das MQ 24 11 0 15 Oct 2021
Omni-Training: Bridging Pre-Training and Meta-Training for Few-Shot Learning Yang Shu Zhangjie Cao Jing Gao Jianmin Wang Philip S. Yu Mingsheng Long 30 10 0 14 Oct 2021
Rethinking Person Re-Identification via Semantic-Based Pretraining Suncheng Xiang Jingsheng Gao Zi-Yu Zhang Mengyuan Guan Binghai Yan Ting Liu Dahong Qian Yuzhuo Fu VLM 25 11 0 11 Oct 2021
Improving Fractal Pre-training Connor Anderson Ryan Farrell 80 27 0 06 Oct 2021
On the Surrogate Gap between Contrastive and Supervised Losses Han Bao Yoshihiro Nagano Kento Nozawa SSL UQCV 37 19 0 06 Oct 2021
Shape-Biased Domain Generalization via Shock Graph Embeddings M. Narayanan Vickram Rajendran Benjamin Kimia 4 14 0 13 Sep 2021
Learning 3D Mineral Prospectivity from 3D Geological Models Using Convolutional Neural Networks: Application to a Structure-controlled Hydrothermal Gold Deposit Hao Deng Yang Zheng Jin Chen Shuyang Yu K. Xiao Xiancheng Mao 10 44 0 02 Sep 2021
Benchmarking the Robustness of Instance Segmentation Models Said Fahri Altindis Yusuf Dalva Hamza Pehlivan Aysegül Dündar VLM OOD 29 12 0 02 Sep 2021
Multi-Task Self-Training for Learning General Representations Golnaz Ghiasi Barret Zoph E. D. Cubuk Quoc V. Le Tsung-Yi Lin SSL 13 100 0 25 Aug 2021
A Scaling Law for Synthetic-to-Real Transfer: How Much Is Your Pre-training Effective? Hiroaki Mikami Kenji Fukumizu Shogo Murai Shuji Suzuki Yuta Kikuchi Taiji Suzuki S. Maeda Kohei Hayashi 38 12 0 25 Aug 2021
How Transferable Are Self-supervised Features in Medical Image Classification Tasks? T. Truong Sadegh Mohammadi Matthias Lenga 32 45 0 23 Aug 2021
Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization Rui Qian Yuxi Li Huabin Liu John See Shuangrui Ding Xian Liu Dian Li Weiyao Lin 30 42 0 04 Aug 2021
Open-World Entity Segmentation Lu Qi Jason Kuen Yi Wang Jiuxiang Gu Hengshuang Zhao Zhe-nan Lin Philip H. S. Torr Jiaya Jia OCL SSeg VLM 27 80 0 29 Jul 2021
Addressing materials' microstructure diversity using transfer learning Aurèle Goetz Ali Riza Durmaz Martin Müller Akhil Thomas D. Britz P. Kerfriden C. Eberl OOD 14 21 0 29 Jul 2021
Improve Unsupervised Pretraining for Few-label Transfer Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Lei Zhang Qi Chu B. Liu Nenghai Yu SSL 8 20 0 26 Jul 2021
A Dual-Purpose Deep Learning Model for Auscultated Lung and Tracheal Sound Analysis Based on Mixed Set Training Fu-Shun Hsu Shang-Ran Huang Chang-Fu Su Chien-Wen Huang Yuan-Ren Cheng ... Nian-Jhen Lin Wan-Ling Tsai Ching-Shiang Lu Chuan Chen F. Lai 29 5 0 09 Jul 2021
Challenges for machine learning in clinical translation of big data imaging studies Nicola K. Dinsdale Emma Bluemke V. Sundaresan M. Jenkinson Stephen Smith Ana I. L. Namburete AI4CE 32 41 0 07 Jul 2021
K-Net: Towards Unified Image Segmentation Wenwei Zhang Jiangmiao Pang Kai-xiang Chen Chen Change Loy ISeg 17 356 0 28 Jun 2021
GAIA: A Transfer Learning System of Object Detection that Fits Your Needs Xingyuan Bu Junran Peng Junjie Yan T. Tan Zhaoxiang Zhang ObjD VLM 20 53 0 21 Jun 2021
Does Optimal Source Task Performance Imply Optimal Pre-training for a Target Task? Steven Gutstein Brent Lance Sanjay Shakkottai 17 1 0 21 Jun 2021
Pre-Trained Models: Past, Present and Future Xu Han Zhengyan Zhang Ning Ding Yuxian Gu Xiao Liu ... Jie Tang Ji-Rong Wen Jinhui Yuan Wayne Xin Zhao Jun Zhu AIFin MQ AI4MH 35 813 0 14 Jun 2021
Knowledge distillation: A good teacher is patient and consistent Lucas Beyer Xiaohua Zhai Amelie Royer L. Markeeva Rohan Anil Alexander Kolesnikov VLM 15 287 0 09 Jun 2021
Rethinking Training from Scratch for Object Detection Yang Li Hong Zhang Yu Zhang VLM OnRL ObjD 17 5 0 06 Jun 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 569 0 27 May 2021
Instances as Queries Yuxin Fang Shusheng Yang Xinggang Wang Yu Li Chen Fang Ying Shan Bin Feng Wenyu Liu ISeg 33 255 0 05 May 2021
A Competitive Method to VIPriors Object Detection Challenge Fei Shen Xin He Mengwan Wei Yihui Xie 24 8 0 19 Apr 2021