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s4548663-GFNet-ADNI#192

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YifeiZhang233eV wants to merge 49 commits intoshakes76:topic-recognitionshakes76/PatternAnalysis-2024:topic-recognitionfrom YifeiZhang233eV:topic-recognitionYifeiZhang233eV/PatternAnalysis-2024:topic-recognitionCopy head branch name to clipboard

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Commits

Commits on Sep 23, 2024

• Add initial structure for topic-recognition problem

  

  YifeiZhang233eV

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  e8be2d0

Commits on Sep 28, 2024

• Done the data loading function in dataset.py

  

  YifeiZhang233eV

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  d6839fa

• Delete the dataset files committed to github in mistake

  

  YifeiZhang233eV

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  30e0903

Commits on Sep 30, 2024

• Build a basic GFNet model in moudles.py

  YifeiZhang233eV

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  b98a46f

Commits on Oct 12, 2024

• Add a draft prohress in train.py

  

  YifeiZhang233eV

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  62e0e29

• Fix the conflict deu to a commit in a different device and add a draft prohress in train.py

  

  YifeiZhang233eV

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  64ac341

Commits on Oct 14, 2024

• Add some additional comments in dataset.py

  

  YifeiZhang233eV

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  303fa94

• Add project and algorithm descriptions in README.md

  

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  1c1aa75

• Add data sources and descriptions in README.md

  

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  0fd0df6

Commits on Oct 16, 2024

• Done a draft of predict.py: load the trained best model and compare the results

  

  YifeiZhang233eV

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  d3ed12d

• Update the dataset.py: batch loading to solve the memory

  

  YifeiZhang233eV

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  6b78bcf

Commits on Oct 24, 2024

• Update the dataset.py: Use batch() and shuffle() to improve training efficiency, and prefetch() to optimize data loading.

  

  YifeiZhang233eV

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  7a33d97

• Update the dataset.py: Add a function extract_labels_from_dataset to get the labels used in train,py

  

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  52c3ce2

• Update the dataset.py: Add some somment used to easy understand

  

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  6138b62

• Update the dataset.py: Change batch size to fit current GPU

  

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  cc39ba7

Commits on Oct 26, 2024

• Fix bugs in train.py: Get labels by calling function in dataset.py

  

  YifeiZhang233eV

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  212bbbd

• Update dataset.py: get an output for images

  

  YifeiZhang233eV

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  14da10e

Commits on Oct 28, 2024

• Update the README.md: Fix the format of the structure of report.

  

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  95530cd

• Update the README.md: Add 'Advantage of model' to fill the section 'Project Overview'.

  

  YifeiZhang233eV

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  c303de5

Commits on Oct 29, 2024

• Update the dataset.py: Change some parameters to avoid the run failed.

  

  YifeiZhang233eV

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  5823a46

• Fix bugs in train.py: Save charts instead of displaying them (WSL is not able to show pics).

  

  YifeiZhang233eV

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  4c00bfa

• Update dataset.py: Add more comments for easy understanding.

  

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  06d7285

• Update train.py: Add more comments for easy understanding.

  

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  5705e25

• Update train.py: Add a small learning rate when model compile to improve the accuracy.

  

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  e368a16

• Update train.py: Change to a larger lraning rate to avoid voerfitting.

  

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  9431ecc

• Update train.py: Change lraning rate to 0.0005.

  

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  3a4e5c1

• Update README.md: Add the first challenge and solution.

  

  YifeiZhang233eV

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  bc36876

Commits on Oct 30, 2024

• Update modules.py: Add global filter layer.

  

  YifeiZhang233eV

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  8391686

• Update modules.py: Delete the repetitive things.

  

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  2ccea64

• Update modules.py: All an L2 regularization in global filter layer.

  

  YifeiZhang233eV

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  936edae

Commits on Oct 31, 2024

• Update modules.py: Reduce the strength of data augmentation to avoid overfitting.

  

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  07afd92

• Update modules.py: Use three global filter layers.

  

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  e4fb0e7

• Update README.md: Add more details in 'structure of model'.

  

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  1331499

• Update train.py: Confirm a correct callback setting.

  

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  c5f67d0

Commits on Nov 1, 2024

• Update train.py: Avoid cumulative state affecting the results.

  

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  3d60c90

• Update modules.py: Change the activate function to reaky_relu.

  

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  ccaabc5

• Update README.md: Add 'Overfitting' in Challenge and solutions.

  

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  b6e7a8e

• Add low validation accuracy figure

  

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  a1fb8d0

• Update README.md: Add dependencies.

  

  YifeiZhang233eV

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  d82480a

Commits on Nov 2, 2024

• Update modules.py: Add data augmentation.

  

  YifeiZhang233eV

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  035460c

• Change tensorflow to pytorch to avoid some computional problems.

  

  YifeiZhang233eV

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  408a9b7

• Update train.py: Re-manage the size of train-validation.

  

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  d76c861

Commits on Nov 3, 2024

• Update README.md: Update data descriptions.

  

  YifeiZhang233eV

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  0aa8001

• Update README.md: Update dependencies from tensorflow to pytorch.

  

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  8b59dfc

• Update README.md: Add a figure as a support of model structure.

  

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  f6e725c

• Update README.md: Finish the completed README.

  

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  8e6a372

• Confirm all changes has been saved.

  

  YifeiZhang233eV

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  5cf4287

• Update README.md: Fix the figure.

  

  YifeiZhang233eV

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  d7b668a

Commits on Nov 23, 2024

• Remove the model files to solve the conflict problem.

  

  YifeiZhang233eV

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  f971d7f