Spectral-Spatial Self-Supervised Learning for Few-Shot Hyperspectral Image Classification

Spectral-Spatial Self-Supervised Learning for Few-Shot Hyperspectral Image Classification

18 May 2025

Papers citing "Spectral-Spatial Self-Supervised Learning for Few-Shot Hyperspectral Image Classification"

16 / 16 papers shown

Title
A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends Jie Gui Tuo Chen Jing Zhang Qiong Cao Zhe Sun Haoran Luo Dacheng Tao 134 145 0 13 Jan 2023
A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples Sen Jia Shuguo Jiang Zhijie Lin Nanying Li Meng Xu Shiqi Yu VLM 81 278 0 03 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 460 7,757 0 11 Nov 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 69 277 0 18 Oct 2021
Self-Supervised Learning by Estimating Twin Class Distributions Feng Wang Tao Kong Rufeng Zhang Huaping Liu Hang Li SSL 88 18 0 14 Oct 2021
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 253 4,054 0 20 Nov 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 366 18,752 0 13 Feb 2020
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Hung-Yu Tseng Hsin-Ying Lee Jia-Bin Huang Ming-Hsuan Yang 75 392 0 23 Jan 2020
HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification Swalpa Kumar Roy G. Krishna S. Dubey B. B. Chaudhuri 96 1,118 0 18 Feb 2019
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 252 3,290 0 21 Mar 2018
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 300 8,134 0 15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 823 11,909 0 09 Mar 2017
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 370 7,321 0 13 Jun 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 171 2,979 0 30 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,786 0 19 May 2015