{
	"DETAILS": {
	"NAME": "Doodleverse/Segmentation Zoo Res-UNet models for Aerial/NOAA ERI/2-class (water, nowater) segmentation of RGB 1024x768 high-res. images",
    "DATE": "2023-02-03",
    "URL":"10.5281/zenodo.7604083",
    "CITATION":"Buscombe, D. Doodleverse/Segmentation Zoo Res-UNet models for Aerial/NOAA ERI/2-class (water, nowater) segmentation of RGB 1024x768 high-res. images. Zenodo. https://doi.org/10.5281/zenodo.7604083",
    "QUERIES": "https://github.com/Doodleverse/segmentation_zoo/issues",
    "CREDIT":"Daniel Buscombe",
    "INTENDED_PURPOSE":"High-resolution (aerial) image segmentation",
    "KEYWORDS": {
      "1": "image segmentation",
      "2": "The Doodleverse",
      "3": "semantic segmentation",
      "4": "Residual UNet",
	  "5": "UNet",
	  "6": "aerial imagery",
	  "7": "hurricane"
    }
	},  
	"DATASET": {
		"NAME": "NOAA ERI segmentation labels", 
		"SOURCE": "https://doi.org/10.5281/zenodo.7268083",
		"CITATION": "Goldstein, Evan B., Buscombe, Daniel, Budavi, Priyanka, Favela, Jaycee, Fitzpatrick, Sharon, Gabbula, Sai Ram Ajay Krishna, Ku, Venus, Lazarus, Eli D., McCune, Ryan, Shah, Manish, Sigdel, Rajesh, & Tagner, Steven. (2022). Segmentation Labels for Emergency Response Imagery from Hurricane Barry, Delta, Dorian, Florence, Isaias, Laura, Michael, Sally, Zeta, and Tropical Storm Gordon (Version v1) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.7268083",
		"NUMBER_LABELED_IMAGES": 1179,
			"CLASSES": {
				"0": "water",
				"1": "other"
			},
			"N_DATA_BANDS": 3,
		"BAND_NAMES": {
			"0": "red",
			"1": "green",
			"2": "blue"    }
		},
	"MODEL": {
		"TARGET_SIZE": [512,52],	
	"NAME": "resunet",
    "KERNEL":9,
    "STRIDE":2,
    "FILTERS":6    
	},
	"TRAINING": {
    "BATCH_SIZE": 24,
    "DROPOUT":0.05,
    "DROPOUT_CHANGE_PER_LAYER":0.0,
    "DROPOUT_TYPE":"standard",
    "USE_DROPOUT_ON_UPSAMPLING":false,
    "LOSS":"dice",
	"PATIENCE": 15,
	"MAX_EPOCHS": 100,
	"VALIDATION_SPLIT": 0.6,
	"RAMPUP_EPOCHS": 20,
	"SUSTAIN_EPOCHS": 5,
	"EXP_DECAY": 0.9,
	"START_LR":  1e-7,
	"MIN_LR": 1e-7,
	"MAX_LR": 1e-3,
	"MODE": "all"	 
	},
	"AUGMENTATION": {
    "AUGMENTATION_USED": true,
	"AUG_ROT": 5,
	"AUG_ZOOM": 0.05,
	"AUG_WIDTHSHIFT": 0.05,
	"AUG_HEIGHTSHIFT": 0.05,
	"AUG_HFLIP": true,
	"AUG_VFLIP": true,
	"AUG_LOOPS": 2,
	"AUG_COPIES": 3
	}     
}