更换文档检测模型

This commit is contained in:
2024-08-27 14:42:45 +08:00
parent aea6f19951
commit 1514e09c40
2072 changed files with 254336 additions and 4967 deletions

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epoch: 12
LearningRate:
base_lr: 0.01
schedulers:
- !PiecewiseDecay
gamma: 0.1
milestones: [8, 11]
- !LinearWarmup
start_factor: 0.
steps: 1000
OptimizerBuilder:
optimizer:
momentum: 0.9
type: Momentum
regularizer:
factor: 0.0001
type: L2

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worker_num: 2
TrainReader:
sample_transforms:
- Decode: {}
- Poly2Mask: {}
- RandomDistort: {}
- RandomCrop: {}
- RandomResize: {interp: 1,
target_size: [[352, 852], [384, 852], [416, 852], [448, 852], [480, 852], [512, 852]],
keep_ratio: True}
- RandomFlip: {}
- NormalizeImage: {is_scale: true, mean: [0.485,0.456,0.406], std: [0.229, 0.224,0.225]}
- Permute: {}
batch_transforms:
- PadBatch: {pad_to_stride: 32}
- Gt2Solov2Target: {num_grids: [40, 36, 24, 16, 12],
scale_ranges: [[1, 96], [48, 192], [96, 384], [192, 768], [384, 2048]],
coord_sigma: 0.2}
batch_size: 2
shuffle: true
drop_last: true
EvalReader:
sample_transforms:
- Decode: {}
- NormalizeImage: {is_scale: true, mean: [0.485,0.456,0.406], std: [0.229, 0.224,0.225]}
- Resize: {interp: 1, target_size: [512, 852], keep_ratio: True}
- Permute: {}
batch_transforms:
- PadBatch: {pad_to_stride: 32}
batch_size: 1
shuffle: false
drop_last: false
TestReader:
sample_transforms:
- Decode: {}
- NormalizeImage: {is_scale: true, mean: [0.485,0.456,0.406], std: [0.229, 0.224,0.225]}
- Resize: {interp: 1, target_size: [512, 852], keep_ratio: True}
- Permute: {}
batch_transforms:
- PadBatch: {pad_to_stride: 32}
batch_size: 1
shuffle: false
drop_last: false

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architecture: SOLOv2
pretrain_weights: https://paddledet.bj.bcebos.com/models/pretrained/ResNet50_cos_pretrained.pdparams
SOLOv2:
backbone: ResNet
neck: FPN
solov2_head: SOLOv2Head
mask_head: SOLOv2MaskHead
ResNet:
depth: 50
freeze_at: 0
return_idx: [0,1,2,3]
num_stages: 4
FPN:
out_channel: 256
SOLOv2Head:
seg_feat_channels: 512
stacked_convs: 4
num_grids: [40, 36, 24, 16, 12]
kernel_out_channels: 256
solov2_loss: SOLOv2Loss
mask_nms: MaskMatrixNMS
SOLOv2MaskHead:
mid_channels: 128
out_channels: 256
start_level: 0
end_level: 3
SOLOv2Loss:
ins_loss_weight: 3.0
focal_loss_gamma: 2.0
focal_loss_alpha: 0.25
MaskMatrixNMS:
pre_nms_top_n: 500
post_nms_top_n: 100

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worker_num: 8
TrainReader:
sample_transforms:
- Decode: {}
- Poly2Mask: {}
- Resize: {interp: 1, target_size: [800, 1333], keep_ratio: True}
- RandomFlip: {}
- NormalizeImage: {is_scale: true, mean: [0.485,0.456,0.406], std: [0.229, 0.224,0.225]}
- Permute: {}
batch_transforms:
- PadBatch: {pad_to_stride: 32}
- Gt2Solov2Target: {num_grids: [40, 36, 24, 16, 12],
scale_ranges: [[1, 96], [48, 192], [96, 384], [192, 768], [384, 2048]],
coord_sigma: 0.2}
batch_size: 2
shuffle: true
drop_last: true
EvalReader:
sample_transforms:
- Decode: {}
- NormalizeImage: {is_scale: true, mean: [0.485,0.456,0.406], std: [0.229, 0.224,0.225]}
- Resize: {interp: 1, target_size: [800, 1333], keep_ratio: True}
- Permute: {}
batch_transforms:
- PadBatch: {pad_to_stride: 32}
batch_size: 1
shuffle: false
drop_last: false
TestReader:
sample_transforms:
- Decode: {}
- NormalizeImage: {is_scale: true, mean: [0.485,0.456,0.406], std: [0.229, 0.224,0.225]}
- Resize: {interp: 1, target_size: [800, 1333], keep_ratio: True}
- Permute: {}
batch_transforms:
- PadBatch: {pad_to_stride: 32}
batch_size: 1
shuffle: false
drop_last: false