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config.yaml
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config.yaml
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MODEL:
POINTNET:
AUGMENTOR:
NAME: "FGSM"
EPS: 0.5
ALPHA: 0.3
NUM_CLASSES: 10
TRAINING:
PATH: "./saved_models/da_saved_model10_dgcnn.pth"
BATCH_SIZE: 8
EPOCHS: 100
WORKERS: 8
LR: 0.001
BETA: [0.9,0.999]
LR_SCHEDULER:
STEP_SIZE: 20
GAMMA: 0.5
CRITERION: "CrossEntropyLoss"
OPTIMIZER: "Adam"
USE_SAVED_MODEL: False
DROP_LAST: True
POINT_AUGMENT:
NUM_CLASSES: 10
F_LAYERS: [64, 128, 256]
M_LAYERS: [256, 128]
T_LAYERS: [32, 16]
N_: 1024
TRAINING:
PATH_AUG: "./saved_models/saved_augmentor.pth"
PATH_CLS: "./saved_models/saved_classifier.pth"
BATCH_SIZE: 8
EPOCHS: 100
WORKERS: 8
LR:
AUGMENTOR: 0.001
CLASSIFIER: 0.001
BETA: [0.9,0.999]
LR_SCHEDULER:
STEP_SIZE: 20
GAMMA: 0.5
OPTIMIZER:
AUGMENTOR: "Adam"
CLASSIFIER: "Adam"
USE_SAVED_MODEL: False
DROP_LAST: True
DATA:
MODELNET10:
NAME: "MODELNET10"
DATA_PATH: '../ModelNet10/ModelNet10'
CATEGORIES: ['chair', 'sofa','bed', 'desk','monitor','night_stand','table', 'toilet','bathtub', 'dresser']
MODELNET40:
NAME: "MODELNET40"
DATA_PATH: '../ModelNet40'
CATEGORIES: ['car', 'desk', 'bookshelf', 'chair', 'night_stand', 'flower_pot', 'tent', 'bathtub', 'range_hood',
'toilet', 'piano', 'bowl', 'guitar', 'person', 'monitor', 'sofa', 'cup', 'table', 'curtain', 'wardrobe',
'laptop', 'plant', 'vase', 'radio', 'tv_stand', 'glass_box', 'lamp', 'airplane', 'cone',
'bed', 'bottle', 'xbox', 'sink', 'mantel', 'dresser', 'keyboard', 'bench', 'stairs', 'door', 'stool']