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An Empirical Study of Remote Sensing Pretraining

6 April 2022

Di Wang

Jing Zhang

Bo Du

Guisong Xia

Dacheng Tao

EDL

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Papers citing "An Empirical Study of Remote Sensing Pretraining"

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Title
A Contrastive Learning Foundation Model Based on Perfectly Aligned Sample Pairs for Remote Sensing Images Hengtong Shen Haiyan Gu Haitao Li Yi Yang Agen qiu SSL 131 0 0 26 May 2025
Enhancing Scene Classification in Cloudy Image Scenarios: A Collaborative Transfer Method with Information Regulation Mechanism using Optical Cloud-Covered and SAR Remote Sensing Images Yuze Wang Rong Xiao Haifeng Li Mariana Belgiu Chao Tao 83 0 0 08 Jan 2025
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model Di Wang Meiqi Hu Yao Jin Yuchun Miao Jiaqi Yang ... Lefei Zhang Chen Wu Di Lin Dacheng Tao Liangpei Zhang 119 27 0 17 Jun 2024
A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification Tom Burgert Tim Siebert Kai Norman Clasen Begüm Demir Begüm Demir 88 1 0 22 May 2024
Segment Any Change Zhuo Zheng Yanfei Zhong Liangpei Zhang Stefano Ermon VLM 66 12 0 02 Feb 2024
ViTAEv2: Vision Transformer Advanced by Exploring Inductive Bias for Image Recognition and Beyond Qiming Zhang Yufei Xu Jing Zhang Dacheng Tao ViT 87 233 0 21 Feb 2022
Aerial Scene Parsing: From Tile-level Scene Classification to Pixel-wise Semantic Labeling Yang Long Gui-Song Xia Lefei Zhang Gong Cheng Deren Li 60 14 0 06 Jan 2022
A Transformer-Based Siamese Network for Change Detection W. G. C. Bandara Vishal M. Patel ViT 52 548 0 04 Jan 2022
Recurrent Glimpse-based Decoder for Detection with Transformer Zhe Chen Jing Zhang Dacheng Tao ViT 62 31 0 09 Dec 2021
RegionCL: Can Simple Region Swapping Contribute to Contrastive Learning? Yufei Xu Qiming Zhang Jing Zhang Dacheng Tao SSL 97 18 0 24 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 465 7,757 0 11 Nov 2021
Stagewise Unsupervised Domain Adaptation with Adversarial Self-Training for Road Segmentation of Remote Sensing Images Lefei Zhang Meng Lan Jing Zhang Dacheng Tao 57 128 0 28 Aug 2021
Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery Zhuo Zheng A. Ma Liangpei Zhang Yanfei Zhong 43 96 0 16 Aug 2021
Oriented R-CNN for Object Detection Xingxing Xie Gong Cheng Jiabao Wang Xiwen Yao Junwei Han ObjD 168 695 0 12 Aug 2021
Exploring Sequence Feature Alignment for Domain Adaptive Detection Transformers Wen Wang Yang Cao Jing Zhang Fengxiang He Zhengjun Zha Yonggang Wen Dacheng Tao ViT 63 96 0 27 Jul 2021
DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation Li Gao Jing Zhang Lefei Zhang Dacheng Tao 77 88 0 20 Jul 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 59 69 0 12 Jul 2021
ViTAE: Vision Transformer Advanced by Exploring Intrinsic Inductive Bias Yufei Xu Qiming Zhang Jing Zhang Dacheng Tao ViT 143 338 0 07 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 285 5,030 0 31 May 2021
ResT: An Efficient Transformer for Visual Recognition Qing-Long Zhang Yubin Yang ViT 68 233 0 28 May 2021
Embedded Self-Distillation in Compact Multi-Branch Ensemble Network for Remote Sensing Scene Classification Qi Zhao Yujing Ma Shuchang Lyu Lijiang Chen UQCV 31 22 0 01 Apr 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data Oscar Manas Alexandre Lacoste Xavier Giró-i-Nieto David Vazquez Pau Rodríguez López 69 264 0 30 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 450 21,439 0 25 Mar 2021
Remote Sensing Image Change Detection with Transformers Hao Chen Zipeng Qi Zhenwei Shi ViT 96 976 0 27 Feb 2021
Super-resolution-based Change Detection Network with Stacked Attention Module for Images with Different Resolutions Mengxi Liu Q. Shi Andrea Marinoni Da He Xiaoping Liu Liangpei Zhang 76 124 0 27 Feb 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 530 3,724 0 24 Feb 2021
Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet Li-xin Yuan Yunpeng Chen Tao Wang Weihao Yu Yujun Shi Zihang Jiang Francis E. H. Tay Jiashi Feng Shuicheng Yan ViT 133 1,939 0 28 Jan 2021
Bottleneck Transformers for Visual Recognition A. Srinivas Nayeon Lee Niki Parmar Jonathon Shlens Pieter Abbeel Ashish Vaswani SLR 357 992 0 27 Jan 2021
Arbitrary-Oriented Ship Detection through Center-Head Point Extraction Feng Zhang Xueying Wang Shilin Zhou Yingqian Wang Yi Hou 3DPC 63 62 0 27 Jan 2021
MGML: Multi-Granularity Multi-Level Feature Ensemble Network for Remote Sensing Scene Classification Qi Zhao Shuchang Lyu Yuewen Li Yujing Ma Lijiang Chen 63 34 0 29 Dec 2020
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 387 6,768 0 23 Dec 2020
A Survey on Visual Transformer Kai Han Yunhe Wang Hanting Chen Xinghao Chen Jianyuan Guo ... Chunjing Xu Yixing Xu Zhaohui Yang Yiman Zhang Dacheng Tao ViT 200 2,232 0 23 Dec 2020
Dynamic Anchor Learning for Arbitrary-Oriented Object Detection Qi Ming Z. Zhou Lingjuan Miao Hongwei Zhang Linhao Li ObjD 185 287 0 08 Dec 2020
Geography-Aware Self-Supervised Learning Kumar Ayush Burak Uzkent Chenlin Meng Kumar Tanmay Marshall Burke David B. Lobell Stefano Ermon SSL 75 235 0 19 Nov 2020
Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery Zhuo Zheng Yanfei Zhong Junjue Wang A. Ma 108 238 0 19 Nov 2020
Empowering Things with Intelligence: A Survey of the Progress, Challenges, and Opportunities in Artificial Intelligence of Things Jing Zhang Dacheng Tao 95 469 0 17 Nov 2020
Invariant Deep Compressible Covariance Pooling for Aerial Scene Categorization Shidong Wang Yi Ren G. Parr Yu Guan Ling Shao 18 19 0 11 Nov 2020
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 657 41,103 0 22 Oct 2020
Align Deep Features for Oriented Object Detection Jiaming Han Jian Ding Jie Li Guisong Xia ObjD 81 729 0 21 Aug 2020
The color out of space: learning self-supervised representations for Earth Observation imagery Stefano Vincenzi Angelo Porrello Pietro Buzzega Marco Cipriano Pietro Fronte Roberto Cuccu C. Ippoliti A. Conte Simone Calderara SSL 57 63 0 22 Jun 2020
Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities Gong Cheng Xingxing Xie Junwei Han Lei Guo Guisong Xia VLM 98 635 0 03 May 2020
Multi-Granularity Canonical Appearance Pooling for Remote Sensing Scene Classification Shidong Wang Yu Guan Ling Shao 54 98 0 09 Apr 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 481 3,433 0 09 Mar 2020
DASNet: Dual attentive fully convolutional siamese networks for change detection of high resolution satellite images Jie Chen Ziyang Yuan Jian Peng Li Chen Haozhe Huang Jiawei Zhu Yu Liu Haifeng Li 123 484 0 07 Mar 2020
AlignSeg: Feature-Aligned Segmentation Networks Zilong Huang Yunchao Wei Xinggang Wang Wenyu Liu Thomas S. Huang Humphrey Shi SSeg 170 149 0 24 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 369 18,778 0 13 Feb 2020
Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection Shifeng Zhang Cheng Chi Yongqiang Yao Zhen Lei Stan Z. Li ObjD 162 1,546 0 05 Dec 2019
Gliding vertex on the horizontal bounding box for multi-oriented object detection Yongchao Xu Mingtao Fu Qimeng Wang Yukang Wang Kai Chen Guisong Xia X. Bai ObjD 112 659 0 21 Nov 2019
Improving Semantic Segmentation of Aerial Images Using Patch-based Attention L. Ding Hao Tang Lorenzo Bruzzone 50 102 0 20 Nov 2019
Learning Modulated Loss for Rotated Object Detection W. Qian Xue Yang Silong Peng Yue Guo C. Yan 92 330 0 19 Nov 2019