DBNet / DB /experiments /ASF /td500_resnet50_deform_thre_asf.yaml
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import:
- 'experiments/seg_detector/base_td500.yaml'
package: []
define:
- name: 'Experiment'
class: Experiment
structure:
class: Structure
builder:
class: Builder
model: SegDetectorModel
model_args:
backbone: deformable_resnet50
decoder: SegSpatialScaleDetector
decoder_args:
adaptive: True
in_channels: [256, 512, 1024, 2048]
k: 50
attention_type: 'scale_channel_spatial'
loss_class: L1BalanceCELoss
representer:
class: SegDetectorRepresenter
max_candidates: 1000
measurer:
class: QuadMeasurer
visualizer:
class: SegDetectorVisualizer
train:
class: TrainSettings
data_loader:
class: DataLoader
dataset: ^train_data
batch_size: 16
num_workers: 8
checkpoint:
class: Checkpoint
start_epoch: 0
start_iter: 0
resume: null
model_saver:
class: ModelSaver
dir_path: model
save_interval: 2000
signal_path: save
scheduler:
class: OptimizerScheduler
optimizer: "SGD"
optimizer_args:
lr: 0.007
momentum: 0.9
weight_decay: 0.0001
learning_rate:
class: DecayLearningRate
epochs: 1000
epochs: 1000
validation: &validate
class: ValidationSettings
data_loaders:
icdar2015:
class: DataLoader
dataset: ^validate_data
batch_size: 1
num_workers: 0
collect_fn:
class: ICDARCollectFN
visualize: false
interval: 4500
exempt: 1
logger:
class: Logger
verbose: true
level: info
log_interval: 450
evaluation: *validate