Deleted model
Browse files- 2025-04-15/model_state_dict.pth +0 -3
- 2025-04-15/settings.json +0 -187
2025-04-15/model_state_dict.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:c6dbb32377bcb4b2c989c825dbff5789688f293cc97c6553cffb0cb859730492
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size 160284006
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2025-04-15/settings.json
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{
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"experiment_name": "Modified_U-Net_no_test_2025-04-15_10h49m20s",
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"dataset_filename": "dataset+addition_no_test.xlsx",
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"seed": 64,
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"model_name": "ModifiedUNet",
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"compile_model": false,
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"checkpoint_path": false,
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"model": {
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"input_channels": 3,
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"filters": 32,
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"downsample_factors": [
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2,
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4,
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4,
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4,
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4
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],
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"residual_connection": false,
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"attach_tissue_decoder": true,
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"attach_pen_decoder": true,
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"attach_distance_decoder": true
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},
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"training": {
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"learning_rate": 0.0003,
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"iterations": 100000,
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"iterations_per_decay": 20000,
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"decay_factor": 0.5,
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"iterations_per_checkpoint": 500,
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"iterations_per_update": 5,
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"loss": {
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"loss_weights": {
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"tversky": 1.0,
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"focal": 10.0,
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"MSE dist": 1.0,
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"MSE grad dist": 1.0
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},
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"class_weights": {
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"tissue": 1.0,
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"pen": 1.0
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},
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"fp_weight": 0.5,
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"fn_weight": 0.5,
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"gamma": 0,
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"smooth_nom": 1,
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"smooth_denom": 1
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}
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},
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"dataloader": {
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"num_workers": 4,
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"pin_memory": true,
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"batch_size": 1,
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"image_shape": null,
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"max_image_shape": [
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3072,
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3072
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]
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},
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"augmentation": {
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"RandomRotate90": {
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"p": 0.25
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},
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"Affine": {
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"p": 0.5,
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"translate_px": {
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"x": [
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-256,
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256
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],
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"y": [
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-256,
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256
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]
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},
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"scale": [
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0.95,
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1.05
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],
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"rotate": [
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-180,
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180
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]
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},
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"HorizontalFlip": {
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"p": 0.5
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},
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"VerticalFlip": {
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"p": 0.5
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},
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"HueSaturationValue": {
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"p": 0.5,
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"hue_shift_limit": 25,
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"sat_shift_limit": 5,
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"val_shift_limit": 0
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},
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"HueSaturationValue pen": {
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"p": 0.25,
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"hue_shift_limit": 10,
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"sat_shift_limit": 5,
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"val_shift_limit": 0
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},
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"HueSaturationValue tissue": {
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"p": 0.25,
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"hue_shift_limit": 10,
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"sat_shift_limit": 5,
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"val_shift_limit": 0
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},
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"HueSaturationValue non-tissue": {
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"p": 0.0,
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"hue_shift_limit": 0,
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"sat_shift_limit": 0,
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"val_shift_limit": 0
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},
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"HueSaturationValue background": {
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"p": 0.25,
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"hue_shift_limit": 10,
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"sat_shift_limit": 5,
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"val_shift_limit": 0
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},
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"RandomBrightnessContrast": {
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"p": 0.25,
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"brightness_limit": 0.2,
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"contrast_limit": 0.2
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},
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"RandomGamma": {
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"p": 0.25,
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"gamma_limit": [
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67,
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150
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]
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},
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"GaussNoise": {
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"p": 0.2,
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"var_limit": [
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0,
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25
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]
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},
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"GaussianBlur": {
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"p": 0.2,
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"sigma_limit": [
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1e-05,
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2
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]
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},
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"JPEGCompression": {
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"p": 0.2,
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"quality_limit": [
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25,
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100
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]
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},
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"Padding": [
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{
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"mode": "reflect",
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"p": 0.9
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},
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{
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"mode": "constant",
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"p": 0.0,
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"value": 0
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},
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{
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"mode": "constant",
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"p": 0.1,
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"value": 255
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}
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],
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"PenMarkings": {
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"p": 0.1,
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"N": [
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2,
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6
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]
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}
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},
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"hyperparameters": {
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"tissue_threshold": 0.25,
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"pen_marking_threshold": 0.80,
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"pixels_per_bin": 20,
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"sigma": 3,
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"filter_size": 15,
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"percentile": 98,
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"padding_mode": "constant",
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"padding_value": 0,
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"distance_factor": 100
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}
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}
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