Articles
165
Tags
34
Categories
0
Home
Archives
Tags
Categories
List
Music
Movie
Link
About
ALTNT's Hexo Blog
Home
Archives
Tags
Categories
List
Music
Movie
Link
About
MMST-ViT: Climate Change-aware Crop Yield Prediction via Multi-Modal Spatial-Temporal Vision Transformer
Created
2025-02-04
|
Updated
2025-02-04
|
Post Views:
Hey, password is required here.
Author:
ALTNT
Link:
http://blog.705553939.xyz/2025/02/04/crop_classification/Crop%20classification/2023-MMST-ViT/
Copyright Notice:
All articles in this blog are licensed under
CC BY-NC-SA 4.0
unless stating additionally.
crop classification
Previous
Set Functions for Time Series
Next
2021 The 10-m crop type maps in Northeast China during 2017–2019
Related Articles
2024-09-12
A Deep Learning Framework under Attention Mechanism for Wheat Yield Estimation Using Remotely Sensed Indices in the Guanzhong Plain
2024-10-08
Temporal Convolutional Neural Network for the Classification of Satellite Image
2024-10-27
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding
2025-02-17
Climate-adaptive emergency crop monitoring in inaccessible regions with satellite imagery
2024-10-07
记录如何生产 CACM 数据集过程
2024-09-24
Towards interpreting multi-temporal deep learning models in crop mapping
ALTNT
Articles
165
Tags
34
Categories
0
Follow Me
Announcement
This is my Blog
Contents
1.
MMST-ViT: Climate Change-aware Crop Yield Prediction via Multi-Modal Spatial-Temporal Vision Transformer
1.1.
摘要
1.2.
介绍
1.3.
2.相关工作
1.3.1.
Vision Transformer。
1.3.2.
Deep Learning (DL) for Crop Yield Prediction。
1.4.
3、数据集
1.4.1.
美国农业部作物数据集。
1.4.2.
HRRR Computed dataset。
1.4.3.
Sentinel-2影像。
1.5.
4、方法
1.5.1.
4.1 问题陈述
1.5.2.
4.2 挑战
1.5.3.
4.3 本文提出的方法
1.5.3.1.
模型概述
1.5.3.2.
多模态transformer
1.5.3.3.
空间 transformer
1.5.3.4.
时间transformer
1.6.
5、实验
1.6.1.
5.1 实验设置
1.6.1.1.
数据集
1.6.1.2.
对比方法
1.6.1.3.
评估指标
1.6.1.4.
模型大小
1.6.1.5.
超参数
1.6.2.
5.2. 比较性能评估
1.6.3.
5.3.可视化作物产量预测误差
1.6.4.
5.4. 一年期预测的表现
1.6.5.
5.5. 消融研究
1.6.5.1.
关键组件
1.6.5.2.
预训练技术
1.7.
代码
1.7.1.
生成配置文件
1.7.2.
调试main_pretrain_mmst_vit.py
1.7.3.
对于哨兵二号数据
1.7.4.
WRF-HRRR 计算数据集
1.7.5.
USDA Crop Dataset
Recent Post
周报2025年6月8日
2025-06-09
The 20 m Africa rice distribution map of 2023
2025-06-04
DCM————DeepCropMapping: A multi-temporal deep learning approach with improved spatial generalizability for dynamic corn and soybean mapping
2025-06-04
重新复现CACM记录
2025-06-04
机器学习相关概念
2025-05-26