NAME: SEnSeIv2-DeepLabv3-S2-unambiguous | |
#------------- | |
# Model options | |
#------------- | |
PATCH_SIZE: 512 | |
SEnSeIv2: 'hf_models/sensei-configs/senseiv2-medium.yaml' | |
MODEL_TYPE: 'DeepLabv3+' | |
DEEPLAB_CONFIG: 'resnet50' | |
RECOVERY_MODULE: false | |
CLASSES: 4 | |
MULTIMODAL: false | |
NUM_CHANNELS: null # Set to null for sensor independent models | |
#---------------- | |
#training options (not needed for inference) | |
#---------------- | |
EPOCHS: 70 | |
BATCH_SIZE: 8 | |
PHASES: [0, 1, 2, 45, 60, 65] | |
ACCUMULATE_STEPS: [1, 1, 1, 1, 4, 8] | |
LR: [0.000005, 0.00002, 0.0001, 0.00001, 0.00001, 0.000002] | |
EPSILON: 0.000001 | |
WEIGHT_DECAY: 0.0001 | |
L1_REG: 0 | |
RECOVERY_WARMUP_STEPS: 5000 | |
RECOVERY_LOSS_FACTOR: 1 | |
LOSS: 'ambiguous_crossentropy_loss' | |
#Data options | |
TRAIN_DIRS: | |
- 'path/to/be/set' | |
VALID_DIRS: | |
- 'path/to/be/set' | |
MIN_BANDS: 3 | |
MAX_BANDS: 13 | |