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Review for ZRRSSC, Published in JSTARS 2024

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This repo is built for the paper: Review of Zero-Shot Remote Sensing Image Scene Classification paper

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@ARTICLE{10552052,
  author={Tan, Xiaomeng and Xi, Bobo and Li, Jiaojiao and Zheng, Tie and Li, Yunsong and Xue, Changbin and Chanussot, Jocelyn},
  journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, 
  title={Review of Zero-Shot Remote Sensing Image Scene Classification}, 
  year={2024},
  volume={},
  number={},
  pages={1-16},
  keywords={Semantics;Training;Remote sensing;Image recognition;Task analysis;Scene classification;Aerospace electronics;Multimodal learning;remote sensing image scene classification;zero-shot learning},
  doi={10.1109/JSTARS.2024.3410995}}

The paradigm of ZSRSSC is below: image

ZSL

image

Attribute Learning

Learning to detect unseen object classes by between-class attribute transfer pdf

Cross Modal Transfer

Semantic space

Zero-Shot Learning Through Cross-Modal Transfer pdf

DeViSE: A Deep Visual-Semantic Embedding Model pdf

Label-Embedding for Attribute-Based Classification(CVPR2013) pdf

Zero-Shot Learning by Convex Combination of Semantic Embeddings pdf

Zero-Shot Recognition Using Dual Visual-Semantic Mapping Paths(CVPR2017) pdf

Semantic Autoencoder for Zero-Shot Learning(CVPR2017) pdf

Common space

Learning Deep Representations of Fine-Grained Visual Descriptions(CVPR2016) pdf

Latent Embeddings for Zero-Shot Classification(CVPR2016) pdf

Semantics-Preserving Locality Embedding for Zero-Shot Learning pdf

Visual space

Learning a Deep Embedding Model for Zero-Shot Learning(CVPR2017) pdf

Learning to Compare: Relation Network for Few-Shot Learning(CVPR2018) pdf

Generative Network

Feature Generating Networks for Zero-Shot Learning(CVPR2018) pdf

Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders(CVPR2019) pdf

Generative Dual Adversarial Network for Generalized Zero-Shot Learning(CVPR2019) pdf

Creativity Inspired Zero-Shot Learning(ICCV2019) pdf

Zero-Shot Learning With Attentive Region Embedding and Enhanced Semantics pdf

Large-scale Pre-trained Models

Learning to Prompt for Vision-Language Models pdf

Conditional Prompt Learning for Vision-Language Models(CVPR2022) pdf

Robust Fine-Tuning of Zero-Shot Models(CVPR2022) pdf

Combined scaling for zero-shot transfer learning pdf

ZSRSSC

Zero-Shot Scene Classification for High Spatial Resolution Remote Sensing Images pdf

Structural Alignment based Zero-shot Classification for Remote Sensing Scenes pdf

联合稳健跨域映射和渐进语义基准修正的零样本遥感影像场景分类 pdf

Robust deep alignment network with remote sensing knowledge graph for zero-shot and generalized zero-shot remote sensing image scene classification pdf

Learning Deep Cross-Modal Embedding Networks for Zero-Shot Remote Sensing Image Scene Classification pdf

Deep Semantic-Visual Alignment for zero-shot remote sensing image scene classification pdf

Vision-Language Models for Zero-Shot Classification of Remote Sensing Images pdf

Mining Contrastive Relations Between Cross-Modal Features for Zero-Shot Remote Sensing Image Scene Classification pdf

Zero-Shot Remote Sensing Scene Classification Method Based on Local-Global Feature Fusion and Weight Mapping Loss pdf

Self-supervised embedding for generalized zero-shot learning in remote sensing scene classification pdf

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Review for ZRRSSC, Published in JSTARS 2024