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cfnet_sceneflow_part2.yaml
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DATA_CONFIG:
DATA_INFOS:
- DATASET: SceneFlowDataset
DATA_SPLIT: {
TRAINING: ./data/SceneFlow/sceneflow_finalpass_train.txt,
EVALUATING: ./data/SceneFlow/sceneflow_finalpass_test.txt,
TESTING: ./data/SceneFlow/sceneflow_finalpass_test.txt
}
DATA_PATH: /yourpath/SceneFlow
RETURN_RIGHT_DISP: false
DATA_TRANSFORM:
TRAINING:
- { NAME: RandomCrop, SIZE: [ 256, 512 ], Y_JITTER: false }
- { NAME: TransposeImage }
- { NAME: ToTensor }
- { NAME: NormalizeImage, MEAN: [ 0.485, 0.456, 0.406 ], STD: [ 0.229, 0.224, 0.225 ] }
EVALUATING:
- { NAME: RightBottomCrop, SIZE: [ 512, 960 ] }
- { NAME: TransposeImage }
- { NAME: ToTensor }
- { NAME: NormalizeImage, MEAN: [ 0.485, 0.456, 0.406 ], STD: [ 0.229, 0.224, 0.225 ] }
MODEL:
NAME: CFNet
MAX_DISP: 256
REPLACE_MISH: false
FIND_UNUSED_PARAMETERS: false
CKPT: 20
PRETRAINED_MODEL: ''
OPTIMIZATION:
BATCH_SIZE_PER_GPU: 4
FREEZE_BN: false
SYNC_BN: false
AMP: false
NUM_EPOCHS: 40
OPTIMIZER:
NAME: RMSprop
LR: 0.0001
SCHEDULER:
NAME: MultiStepLR
GAMMA: 0.1
MILESTONES: [ 10 ]
ON_EPOCH: True
WARMUP:
WARM_STEPS: 100
EVALUATOR:
BATCH_SIZE_PER_GPU: 1
MAX_DISP: 192
METRIC:
- d1_all
- epe
- thres_1
- thres_2
- thres_3
TRAINER:
EVAL_INTERVAL: 1
CKPT_SAVE_INTERVAL: 1
MAX_CKPT_SAVE_NUM: 30
LOGGER_ITER_INTERVAL: 10
TRAIN_VISUALIZATION: True
EVAL_VISUALIZATION: True