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Readme.txt
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Files:
code is the code, test_result is the result on test images, best_model.pth is the best model,
screen_shot.png is the mIoU of test reults, G2403905K_ZhangSaining_project1.pdf is the report.
Python: 3.12.7
Third-party libraries:
asttokens 2.4.1
Brotli 1.0.9
certifi 2024.8.30
charset-normalizer 3.3.2
contourpy 1.3.0
cycler 0.12.1
decorator 5.1.1
efficientnet_pytorch 0.7.1
executing 2.1.0
filelock 3.13.1
fonttools 4.54.1
fsspec 2024.9.0
huggingface-hub 0.25.1
idna 3.7
ipdb 0.13.13
ipython 8.28.0
jedi 0.19.1
Jinja2 3.1.4
joblib 1.4.2
kiwisolver 1.4.7
MarkupSafe 2.1.3
matplotlib 3.9.2
matplotlib-inline 0.1.7
mkl_fft 1.3.10
mkl_random 1.2.7
mkl-service 2.4.0
mpmath 1.3.0
munch 4.0.0
networkx 3.3
numpy 1.26.4
packaging 24.1
parso 0.8.4
pexpect 4.9.0
pillow 10.4.0
pip 24.2
pretrainedmodels 0.7.4
prompt_toolkit 3.0.48
ptyprocess 0.7.0
pure_eval 0.2.3
Pygments 2.18.0
pyparsing 3.1.4
PySocks 1.7.1
python-dateutil 2.9.0.post0
PyWavelets 1.6.0
PyYAML 6.0.1
requests 2.32.3
safetensors 0.4.5
scikit-learn 1.5.2
scipy 1.14.1
segmentation-models-pytorch 0.3.4
setuptools 75.1.0
six 1.16.0
stack-data 0.6.3
sympy 1.13.2
threadpoolctl 3.5.0
timm 0.9.7
torch 2.4.1
torchaudio 2.4.1
torchvision 0.19.1
tqdm 4.66.5
traitlets 5.14.3
triton 3.0.0
typing_extensions 4.11.0
urllib3 2.2.3
wcwidth 0.2.13
wheel 0.44.0
Command:
data augmentation:
python data_augmentation.py
train:
python train.py
predict:
python predict.py
evaluate:
python evaluate.py