{ "DETAILS": { "NAME": "Doodleverse/CoastSeg Segformer models for 4-class (water, whitewater, sediment and other) segmentation of PlanetScope, Sentinel-2 and Landsat-5/7/8/9 visible-band (RGB) images of coasts. 'Alaska-only' version.", "DATE": "2024-11-04", "URL":"10.5281/zenodo.14037041", "CITATION":"Buscombe, D. (2024) Doodleverse/CoastSeg Segformer models for 4-class (water, whitewater, sediment and other) segmentation of PlanetScope, Sentinel-2 and Landsat-5/7/8/9 visible-band (RGB) images of coasts. 'Alaska-only' version. Zenodo data release 10.5281/zenodo.14037041", "QUERIES": "https://github.com/Doodleverse/segmentation_zoo/issues", "CREDIT":"Daniel Buscombe, @MARDAScience", "INTENDED_PURPOSE":"Landsat-7/8/9, Planetscope, and Sentinel-2 satellite image segmentation", "KEYWORDS": { "1": "Landsat", "2": "Landsat-8", "3": "Landsat-7", "4": "Landsat-9", "5": "Sentinel-2", "6": "Planetscope", "7": "water", "8": "whitewater", "9": "sediment", "10": "other" } }, "MODEL": { "NAME": "segformer", "TARGET_SIZE": [512,512] }, "TRAINING": { "BATCH_SIZE": 24, "PATIENCE": 10, "MAX_EPOCHS": 100, "VALIDATION_SPLIT": 0.6, "RAMPUP_EPOCHS": 20, "SUSTAIN_EPOCHS": 0.0, "EXP_DECAY": 0.9, "START_LR": 1e-7, "MIN_LR": 1e-7, "MAX_LR": 1e-4 }, "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": 10, "AUG_COPIES": 5 } }