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RetinaNet model augmented #17

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MurielleMardenli200
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Improved RetinaNet using

  • Image augmentation techniques (image properties, i.e saturation, flipping)
  • Anchor box customization
  • Hyperparameter tweaking

MurielleMardenli200 and others added 30 commits October 10, 2024 21:34
@MurielleMardenli200
script for retina is done, constant file done and first run with wand…
d6313ef 
…b works
@MurielleMardenli200
wandb configuration changed, model parameters changed for training ba…
29fefd8 
…sed on performance
@MurielleMardenli200
debugging for evaluate method
a47b993
@MurielleMardenli200
sem train set duplicate removed
1777020
@MurielleMardenli200
README update for RetinaNet script command
aa842cd
@MurielleMardenli200
clean up for preprocessing and paths changed to absolute path
986e995
@MurielleMardenli200
git ignore changed
ccdba1f
@MurielleMardenli200
prediction on test not working, added other log metrics for train and…
3b1ae44 
… test
@MurielleMardenli200
preprocessing modified for coco due to split error, prediction of tes…
abde23f 
…t image still not working due to bounding box error
@MurielleMardenli200
sem split json added
fdfb486
@MurielleMardenli200
model prediction on test set now working properly with bounding box v…
807b65b 
…iz and visualisation of local plot figures since wandb not working
@MurielleMardenli200
myelin and axon separation turned to 1 class, visualizations for test…
fe4fd4f 
… set, visualization for true label
@MurielleMardenli200
added global conf threshold, changed max detections per image
f816a46
@MurielleMardenli200
hyperparameter sweep added, mAP visualizations added
820c6c7
@MurielleMardenli200
precision improved
bfd45bb
@MurielleMardenli200
tweaking of hyperparameters, improved precision performance due to fo…
3b17e8a 
…cal loss modifications
@MurielleMardenli200
preprocessing modification for category id change
95045f7
@MurielleMardenli200
tem dataset used for training unsucessfully, preprocessing modified t…
22deddf 
…o adapt tem and sem, annotation formatting changed
@MurielleMardenli200
preprocessing sem/tem modified
1966461
@MurielleMardenli200
tem, sem separation and renaming, changes for visualization
e80cac0
@MurielleMardenli200
smaller iteration number for quick test
0dc59e8
@MurielleMardenli200
iterations increased to 240
c32f3d6
@MurielleMardenli200
sem val prediction logged on wandb, modification of test prediction
87a0e09
@MurielleMardenli200
numpy
1ef9bb0
@MurielleMardenli200
iterations changed
bccc7d5
@MurielleMardenli200
offline to online wandb
e60f109
@MurielleMardenli200
gradient for predictions and iterations changed
caa8dab
@MurielleMardenli200
visualize prediction method wrong parameter
aaf76bb
@MurielleMardenli200
iteration increased
db681da
@MurielleMardenli200
added confidence scores to boxes
de0ba33
@MurielleMardenli200 MurielleMardenli200 self-assigned this Mar 25, 2025
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