semi-cd

半监督变化检测，基于mmseg修改，双流编码器，teacher-student训练

https://github.com/xi55/semi-cd

Science Score: 54.0%

This score indicates how likely this project is to be science-related based on various indicators:

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CITATION.cff file
Found CITATION.cff file
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codemeta.json file
Found codemeta.json file
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.zenodo.json file
Found .zenodo.json file
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DOI references
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Academic publication links
Links to: arxiv.org, ieee.org
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Academic email domains
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Institutional organization owner
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JOSS paper metadata
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Scientific vocabulary similarity
Low similarity (0.7%) to scientific vocabulary

Last synced: 6 months ago · JSON representation ·

Repository

半监督变化检测，基于mmseg修改，双流编码器，teacher-student训练

Basic Info

Host: GitHub
Owner: xi55
License: apache-2.0
Language: Python
Default Branch: levir
Homepage:
Size: 8.25 MB

Statistics

Stars: 1
Watchers: 1
Forks: 0
Open Issues: 0
Releases: 0

Created over 2 years ago · Last pushed almost 2 years ago

Metadata Files

Readme License Citation

README.md

环境

torch 1.11.0+cu113

torchvision 0.12.0

mmcv 2.0.1

mmdet 3.2.0

mmengine 0.10.1

mmsegmentation 1.2.1

python 3.10

性能指标

| 模型 | levir-cd(IoU%) | WHU Building(IoU%) | |---------|:--------------:|--------------------| | changer | 82.64 | 71.67 | | tinycd | 83.57 | 84.30 | | ours | 83.04 | 85.57 |

运行

训练 python tools/train.py configs\changer\changer_semi_mit-b0_512x512_40k_levircd.py

测试 python tools/test.py configs\changer\changer_semi_mit-b0_512x512_40k_levircd.py {weight_path}

部署参考mmdeploy

结果

Aaron Swartz

Owner

Login: xi55
Kind: user

Repositories: 1
Profile: https://github.com/xi55

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
  - name: "MMSegmentation Contributors"
title: "OpenMMLab Semantic Segmentation Toolbox and Benchmark"
date-released: 2020-07-10
url: "https://github.com/open-mmlab/mmsegmentation"
license: Apache-2.0

ecosyste.ms

Data

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Open Source Science