MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining

20 March 2024

Di Wang

Jing Zhang

Minqiang Xu

Lin Liu

Bo Du

Papers citing "MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining"

41 / 41 papers shown

Title
TiMo: Spatiotemporal Foundation Model for Satellite Image Time Series Xiaolei Qin Di Wang Jun Zhang Fengxiang Wang Xin Su Bo Du Liangpei Zhang AI4TS 24 0 0 13 May 2025
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
NSegment : Noisy Segment Improves Remote Sensing Image Segmentation Yechan Kim DongHo Yoon SooYeon Kim M. Jeon 39 0 0 28 Apr 2025
A Complex-valued SAR Foundation Model Based on Physically Inspired Representation Learning M. D. Wang Hanbo Bi Yingchao Feng Linlin Xin Shuo Gong Tianqi Wang Zhiyuan Yan Peijin Wang Wenhui Diao Xian Sun 36 0 0 16 Apr 2025
Earth-Adapter: Bridge the Geospatial Domain Gaps with Mixture of Frequency Adaptation Xiaoxing Hu Ziyang Gong Yansen Wang Yuru Jia Gen Luo Xue Yang 151 0 0 08 Apr 2025
A Survey on Remote Sensing Foundation Models: From Vision to Multimodality Ziyue Huang Hongxi Yan Qiqi Zhan Shuai Yang Mingming Zhang Chenkai Zhang Yiming Lei Zeming Liu Qingjie Liu Yansen Wang 49 0 0 28 Mar 2025
SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective Ziyu Zhou Keyan Hu Yutian Fang Xiaoping Rui 80 0 0 26 Mar 2025
DynamicVis: An Efficient and General Visual Foundation Model for Remote Sensing Image Understanding Keyan Chen Chenyang Liu Bowen Chen Wenyuan Li Zhengxia Zou Zhenwei Shi 50 2 0 20 Mar 2025
RoMA: Scaling up Mamba-based Foundation Models for Remote Sensing Fengxiang Wang H. Wang Yansen Wang Di Wang Mingshuo Chen ... Yangang Sun Shuo Wang L. Lan Wenjing Yang Jing Zhang Mamba 83 3 0 13 Mar 2025
OpenRSD: Towards Open-prompts for Object Detection in Remote Sensing Images Ziyue Huang Yongchao Feng Shuai Yang Ziqiang Liu Qingjie Liu Yansen Wang ObjD 187 0 0 08 Mar 2025
Visual RAG: Expanding MLLM visual knowledge without fine-tuning Mirco Bonomo Simone Bianco VLM 73 5 0 18 Jan 2025
3DGS-CD: 3D Gaussian Splatting-based Change Detection for Physical Object Rearrangement Ziqi Lu Jianbo Ye John J. Leonard 3DPC 3DGS 51 2 0 06 Nov 2024
Onboard Satellite Image Classification for Earth Observation: A Comparative Study of ViT Models Thanh-Dung Le Vu Nguyen Ha T. Nguyen G. Eappen P. Thiruvasagam ... J. L. González-Rios Luis M. Garces-Socarras Symeon Chatzinotas Juan Carlos Merlano-Duncan Symeon Chatzinotas 36 4 0 05 Sep 2024
IVGF: The Fusion-Guided Infrared and Visible General Framework Fangcen Liu Chenqiang Gao Fang Chen Pengcheng Li Junjie Guo Deyu Meng 36 0 0 02 Sep 2024
EfficientCD: A New Strategy For Change Detection Based With Bi-temporal Layers Exchanged Sijun Dong Yuwei Zhu Geng Chen Xiaoliang Meng 31 2 0 22 Jul 2024
Open-CD: A Comprehensive Toolbox for Change Detection Kaiyu Li Jiawei Jiang Andrea Codegoni Chengxi Han Yupeng Deng ... Zhenwei Shi Zhi Wang Xiangyong Cao Zhi Wang Xiangyong Cao VLM 38 4 0 22 Jul 2024
Rethinking Feature Backbone Fine-tuning for Remote Sensing Object Detection Yechan Kim JongHyun Park SooYeon Kim Moongu Jeon 26 0 0 21 Jul 2024
Semantic-CC: Boosting Remote Sensing Image Change Captioning via Foundational Knowledge and Semantic Guidance Yongshuo Zhu Lu Li Keyan Chen Chenyang Liu Fugen Zhou Z. Shi 37 4 0 19 Jul 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 66 25 0 17 Jun 2024
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Yi Wang C. Albrecht Xiao Xiang Zhu 37 6 0 30 May 2024
C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change Detection Method Based on Consistency Regularization in High-Resolution Remote Sensing Images Chengxi Han Chen Wu Meiqi Hu Jiepan Li Hongruixuan Chen 50 19 0 22 Apr 2024
Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing Imagery Chengxi Han Chen Wu Haonan Guo Meiqi Hu Jiepan Li Hongruixuan Chen 56 62 0 14 Apr 2024
Homogeneous Tokenizer Matters: Homogeneous Visual Tokenizer for Remote Sensing Image Understanding Run Shao Zhaoyang Zhang Chao Tao Yunsheng Zhang Chengli Peng Haifeng Li VLM 40 5 0 27 Mar 2024
LSKNet: A Foundation Lightweight Backbone for Remote Sensing Yuxuan Li Xiang Li Yimain Dai Qibin Hou Li Liu Yongxiang Liu Ming-Ming Cheng Jian Yang 39 32 0 18 Mar 2024
Rethinking Transformers Pre-training for Multi-Spectral Satellite Imagery Mubashir Noman Muzammal Naseer Hisham Cholakkal Rao Muhammad Anwar Salman Khan Fahad Shahbaz Khan ViT 41 36 0 08 Mar 2024
SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model Di Wang Jing Zhang Bo Du Minqiang Xu Lin Liu Dacheng Tao Lefei Zhang 125 69 0 03 May 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations Gengchen Mai Ni Lao Yutong He Jiaming Song Stefano Ermon 83 58 0 01 May 2023
HCGMNET: A Hierarchical Change Guiding Map Network For Change Detection Chengxi Han Chen Wu Bo Du 34 20 0 21 Feb 2023
Scale-MAE: A Scale-Aware Masked Autoencoder for Multiscale Geospatial Representation Learning Colorado Reed Ritwik Gupta Shufan Li S. Brockman Christopher Funk Brian Clipp Kurt Keutzer Salvatore Candido M. Uyttendaele Trevor Darrell 121 169 0 30 Dec 2022
Changer: Feature Interaction is What You Need for Change Detection Sheng Fang Kaiyu Li Zhe Li 43 169 0 17 Sep 2022
The KFIoU Loss for Rotated Object Detection Xue Yang Yue Zhou Gefan Zhang Jitui Yang Wentao Wang Junchi Yan Xiaopeng Zhang Q. Tian 74 164 0 29 Jan 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 392 4,154 0 28 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 308 7,457 0 11 Nov 2021
Oriented R-CNN for Object Detection Xingxing Xie Gong Cheng Jiabao Wang Xiwen Yao Junwei Han ObjD 121 673 0 12 Aug 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 356 5,811 0 29 Apr 2021
A Novel Transformer Based Semantic Segmentation Scheme for Fine-Resolution Remote Sensing Images Libo Wang Rui Li Chenxi Duan Ce Zhang Xiaoliang Meng Shenghui Fang ViT 115 247 0 25 Apr 2021
Object Detection in Aerial Images: A Large-Scale Benchmark and Challenges Jian Ding Nan Xue Guisong Xia X. Bai Wen Yang ... Serge J. Belongie Jiebo Luo Mihai Datcu Marcello Pelillo Lefei Zhang 187 388 0 24 Feb 2021
Rethinking Rotated Object Detection with Gaussian Wasserstein Distance Loss Xue Yang Junchi Yan Qi Ming Wentao Wang Xiaopeng Zhang Qi Tian 113 399 0 28 Jan 2021
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 297 10,225 0 16 Nov 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 315 36,381 0 25 Aug 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 336 75,888 0 18 May 2015