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Add StarDist segmentation model
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{
"n_dim": 2,
"axes": "YXC",
"n_channel_in": 3,
"n_channel_out": 33,
"train_checkpoint": "weights_best.h5",
"train_checkpoint_last": "weights_last.h5",
"train_checkpoint_epoch": "weights_now.h5",
"n_rays": 32,
"grid": [
2,
2
],
"backbone": "unet",
"unet_n_depth": 3,
"unet_kernel_size": [
3,
3
],
"unet_n_filter_base": 32,
"unet_n_conv_per_depth": 2,
"unet_pool": [
2,
2
],
"unet_activation": "relu",
"unet_last_activation": "relu",
"unet_batch_norm": false,
"unet_dropout": 0.0,
"unet_prefix": "",
"net_conv_after_unet": 128,
"net_input_shape": [
null,
null,
3
],
"net_mask_shape": [
null,
null,
1
],
"train_shape_completion": false,
"train_completion_crop": 32,
"train_patch_size": [
512,
512
],
"train_background_reg": 0.0001,
"train_foreground_only": 0.9,
"train_dist_loss": "mae",
"train_loss_weights": [
1,
0.1
],
"train_epochs": 200,
"train_steps_per_epoch": 50,
"train_learning_rate": 0.0003,
"train_batch_size": 8,
"train_n_val_patches": 3,
"train_tensorboard": true,
"train_reduce_lr": {
"factor": 0.5,
"patience": 20,
"min_delta": 0
},
"use_gpu": true
}