data_cfg:
dataset_name: Gait3D-Parsing
dataset_root: your_path
dataset_partition: ./datasets/Gait3D/Gait3D.json # Uses the same Gait3D.json as Gait3D dataset
num_workers: 1
cache: false
remove_no_gallery: false
test_dataset_name: Gait3D-Parsing
evaluator_cfg:
enable_distributed: true
enable_float16: false
restore_ckpt_strict: true
restore_hint: 180000
save_name: GLN_P1
eval_func: evaluate_Gait3D
metric: cos
sampler:
batch_size: 8
sample_type: all_ordered
type: InferenceSampler
transform:
- type: BaseParsingCuttingTransform
loss_cfg:
- loss_term_weight: 1.0
margin: 0.2
type: TripletLoss
log_prefix: triplet
# - loss_term_weight: 0.1
# scale: 1
# type: CrossEntropyLoss
# log_prefix: softmax
model_cfg:
model: GLN
class_num: 3000
lateral_dim : 256
hidden_dim : 256
dropout : 0.9
in_channels:
- 1
- 32
- 64
- 128
SeparateFCs:
in_channels: 256
out_channels: 256
parts_num: 93
bin_num:
- 16
- 8
- 4
- 2
- 1
Lateral_pretraining: true
optimizer_cfg:
lr: 0.001
momentum: 0.9
solver: Adam
weight_decay: 0.0005
# lr: 0.0001
# momentum: 0.9
# solver: Adam
# weight_decay: 0.0005
scheduler_cfg:
gamma: 0.1
milestones:
- 30000
- 90000
scheduler: MultiStepLR
trainer_cfg:
enable_float16: true
fix_layers: false
with_test: false
log_iter: 100
optimizer_reset: false
restore_ckpt_strict: true
restore_hint: 0
save_iter: 30000
save_name: GLN_P1
sync_BN: true
total_iter: 180000
sampler:
batch_shuffle: false
batch_size:
- 32
- 4
frames_num_fixed: 30
frames_skip_num: 0
sample_type: fixed_ordered
type: TripletSampler
transform:
- type: BaseParsingCuttingTransform