Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data

30 March 2021

David Vazquez

Papers citing "Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data"

44 / 44 papers shown

Title
Towards Efficient Benchmarking of Foundation Models in Remote Sensing: A Capabilities Encoding Approach Pierre Adorni M. Pham Stéphane May Sébastien Lefèvre 51 0 0 06 May 2025
MIMRS: A Survey on Masked Image Modeling in Remote Sensing Shabnam Choudhury Akhil Vasim Michael Schmitt Biplab Banerjee 35 0 0 04 Apr 2025
Assessing Foundation Models for Sea Ice Type Segmentation in Sentinel-1 SAR Imagery Samira Alkaee Taleghan Morteza Karimzadeh A. Barrett Walter N. Meier F. Banaei-Kashani 61 0 0 28 Mar 2025
Towards Scalable Foundation Model for Multi-modal and Hyperspectral Geospatial Data Haozhe Si Yuxuan Wan Minh Do Deepak Vasisht Han Zhao Hendrik Hamann 43 0 0 17 Mar 2025
RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model Huiyang Hu Peijin Wang Hanbo Bi Boyuan Tong Z. Wang ... Ziqi Zhang QiXiang Ye Kun Fu Xian Sun Xian Sun 98 0 0 27 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 44 6 0 05 Nov 2024
Improving satellite imagery segmentation using multiple Sentinel-2 revisits Kartik Jindgar Grace W. Lindsay 22 0 0 25 Sep 2024
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With A Affine Transformation Contrastive Learning Wenhui Diao Haichen Yu Kaiyue Kang Tong Ling Di Liu ... Hanbo Bi Libo Ren Xuexue Li Yongqiang Mao Xian Sun 31 1 0 20 Sep 2024
On the Generalizability of Foundation Models for Crop Type Mapping Yi-Chia Chang Adam J. Stewart F. Bastani Piper Wolters Shreya Kannan George R. Huber Jingtong Wang Arindam Banerjee 33 1 0 14 Sep 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 32 3 0 11 Jul 2024
Fine-tuning of Geospatial Foundation Models for Aboveground Biomass Estimation Michal Muszynski Levente Klein Ademir Ferreira da Silva Anjani Prasad Atluri Carlos Gomes ... Shraddha Singh Steve Meliksetian Campbell Watson Daiki Kimura Harini Srinivasan 33 3 0 28 Jun 2024
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model Di Wang Meiqi Hu Yao Jin Yuchun Miao Jiaqi Yang ... Lefei Zhang Chen Wu Bo Du Dacheng Tao Liangpei Zhang 59 25 0 17 Jun 2024
ExPLoRA: Parameter-Efficient Extended Pre-Training to Adapt Vision Transformers under Domain Shifts Samar Khanna Medhanie Irgau David B. Lobell Stefano Ermon VLM 32 4 0 16 Jun 2024
Edge-guided and Class-balanced Active Learning for Semantic Segmentation of Aerial Images Lianlei Shan Weiqiang Wang Ke Lv Bin Luo VLM 25 0 0 28 May 2024
S4: Self-Supervised Sensing Across the Spectrum Jay Shenoy Xinjian Davis Zhang Shlok Mehrotra Bill Tao Rem Yang Han Zhao Deepak Vasisht AI4TS 27 2 0 02 May 2024
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation Chenying Liu C. Albrecht Yi Wang Xiao Xiang Zhu 50 2 0 02 May 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 35 25 0 12 Apr 2024
Segment Any Change Zhuo Zheng Yanfei Zhong Liangpei Zhang Stefano Ermon VLM 18 12 0 02 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 2024
PhilEO Bench: Evaluating Geo-Spatial Foundation Models Casper Fibaek Luke Camilleri Andreas Luyts Nikolaos Dionelis B. L. Saux 30 16 0 09 Jan 2024
Fus-MAE: A cross-attention-based data fusion approach for Masked Autoencoders in remote sensing Hugo Chan-To-Hing B. Veeravalli 22 8 0 05 Jan 2024
SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing Zhecheng Wang R. Prabha Tianyuan Huang Jiajun Wu Ram Rajagopal 34 53 0 20 Dec 2023
Better, Not Just More: Data-Centric Machine Learning for Earth Observation R. Roscher M. Rußwurm Caroline Gevaert Michael C. Kampffmeyer J. A. dos Santos ... Ronny Hansch Stine Hansen Keiller Nogueira Jonathan Prexl D. Tuia 32 10 0 08 Dec 2023
GenCo: An Auxiliary Generator from Contrastive Learning for Enhanced Few-Shot Learning in Remote Sensing Jing Wu N. Hovakimyan Jennifer Hobbs 29 14 0 27 Jul 2023
SSL4EO-L: Datasets and Foundation Models for Landsat Imagery Adam J. Stewart Nils Lehmann Isaac Corley Yi Wang Yi-Chia Chang Nassim Ait Ali Braham Shradha Sehgal Caleb Robinson Arindam Banerjee 27 29 0 15 Jun 2023
Continuous Cross-resolution Remote Sensing Image Change Detection Hao Chen Haotian Zhang Keyan Chen Chenyao Zhou Songhang Chen Zhengxia Zou Z. Shi 27 21 0 24 May 2023
Towards Geospatial Foundation Models via Continual Pretraining Matías Mendieta Boran Han Xingjian Shi Yi Zhu Chen Chen VLM AI4CE 43 63 0 09 Feb 2023
Contrastive pretraining for semantic segmentation is robust to noisy positive pairs Sebastian Gerard Josephine Sullivan 24 1 0 24 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 21 56 0 15 Nov 2022
Self-Supervised Pretraining on Satellite Imagery: a Case Study on Label-Efficient Vehicle Detection Jules Bourcier Thomas Floquet G. Dashyan Tugdual Ceillier Alahari Karteek Jocelyn Chanussot SSL 28 1 0 21 Oct 2022
Transfer Learning with Pretrained Remote Sensing Transformers A. Fuller K. Millard J.R. Green 25 11 0 28 Sep 2022
Changer: Feature Interaction is What You Need for Change Detection Sheng Fang Kaiyu Li Zhe Li 43 169 0 17 Sep 2022
Multimodal contrastive learning for remote sensing tasks Umang Jain Alex Wilson Varun Gulshan SSL 33 24 0 06 Sep 2022
Learning crop type mapping from regional label proportions in large-scale SAR and optical imagery L. E. L. Rosa Dario Augusto Borges Oliveira Pedram Ghamisi 15 7 0 24 Aug 2022
SeasoNet: A Seasonal Scene Classification, segmentation and Retrieval dataset for satellite Imagery over Germany Dominik Koßmann Viktor Brack T. Wilhelm BDL 6 9 0 19 Jul 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 23 38 0 27 May 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 30 25 0 23 May 2022
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images P. Jain Bianca Schoen-Phelan R. Ross 16 32 0 04 May 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 31 40 0 10 Apr 2022
An Empirical Study of Remote Sensing Pretraining Di Wang Jing Zhang Bo Du Guisong Xia Dacheng Tao EDL 31 190 0 06 Apr 2022
Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks Peri Akiva Matthew Purri Matthew J. Leotta SSL 19 58 0 03 Dec 2021
SSR: Semi-supervised Soft Rasterizer for single-view 2D to 3D Reconstruction I. Laradji P. Rodríguez David Vazquez Derek Nowrouzezahrai 3DV 18 3 0 21 Aug 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 38 64 0 12 Jul 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 264 3,369 0 09 Mar 2020