更换文档检测模型

paddle_detection/configs/sqr/_base_/deformable_detr_sqr_r50.yml

@@ -0,0 +1,50 @@
+architecture: DETR
+pretrain_weights: https://paddledet.bj.bcebos.com/models/pretrained/ResNet50_vb_normal_pretrained.pdparams
+hidden_dim: 256
+use_focal_loss: True
+
+
+DETR:
+  backbone: ResNet
+  transformer: QRDeformableTransformer
+  detr_head: DeformableDETRHead
+  post_process: DETRPostProcess
+
+
+ResNet:
+  # index 0 stands for res2
+  depth: 50
+  norm_type: bn
+  freeze_at: 0
+  return_idx: [1, 2, 3]
+  lr_mult_list: [0.0, 0.1, 0.1, 0.1]
+  num_stages: 4
+
+
+QRDeformableTransformer:
+  num_queries: 300
+  position_embed_type: sine
+  nhead: 8
+  num_encoder_layers: 6
+  num_decoder_layers: 6
+  dim_feedforward: 1024
+  dropout: 0.1
+  activation: relu
+  num_feature_levels: 4
+  num_encoder_points: 4
+  num_decoder_points: 4
+  start_q: [0, 0, 1, 2, 4, 7, 12]
+  end_q: [1, 2, 4, 7, 12, 20, 33]
+
+
+DeformableDETRHead:
+  num_mlp_layers: 3
+
+
+DETRLoss:
+  loss_coeff: {class: 2, bbox: 5, giou: 2}
+  aux_loss: True
+
+
+HungarianMatcher:
+  matcher_coeff: {class: 2, bbox: 5, giou: 2}

paddle_detection/configs/sqr/_base_/deformable_detr_sqr_reader.yml

@@ -0,0 +1,44 @@
+worker_num: 4
+TrainReader:
+  sample_transforms:
+  - Decode: {}
+  - RandomFlip: {prob: 0.5}
+  - RandomSelect: { transforms1: [ RandomShortSideResize: { short_side_sizes: [ 480, 512, 544, 576, 608, 640, 672, 704, 736, 768, 800 ], max_size: 1333 } ],
+                    transforms2: [
+                        RandomShortSideResize: { short_side_sizes: [ 400, 500, 600 ] },
+                        RandomSizeCrop: { min_size: 384, max_size: 600 },
+                        RandomShortSideResize: { short_side_sizes: [ 480, 512, 544, 576, 608, 640, 672, 704, 736, 768, 800 ], max_size: 1333 } ]
+  }
+  - NormalizeImage: {is_scale: true, mean: [0.485,0.456,0.406], std: [0.229, 0.224,0.225]}
+  - NormalizeBox: {}
+  - BboxXYXY2XYWH: {}
+  - Permute: {}
+  batch_transforms:
+  - PadMaskBatch: {pad_to_stride: -1, return_pad_mask: true}
+  batch_size: 4
+  shuffle: true
+  drop_last: true
+  collate_batch: false
+  use_shared_memory: false
+
+
+EvalReader:
+  sample_transforms:
+  - Decode: {}
+  - Resize: {target_size: [800, 1333], keep_ratio: True}
+  - NormalizeImage: {is_scale: true, mean: [0.485,0.456,0.406], std: [0.229, 0.224,0.225]}
+  - Permute: {}
+  batch_size: 1
+  shuffle: false
+  drop_last: false
+
+
+TestReader:
+  sample_transforms:
+  - Decode: {}
+  - Resize: {target_size: [800, 1333], keep_ratio: True}
+  - NormalizeImage: {is_scale: true, mean: [0.485,0.456,0.406], std: [0.229, 0.224,0.225]}
+  - Permute: {}
+  batch_size: 1
+  shuffle: false
+  drop_last: false

paddle_detection/configs/sqr/_base_/deformable_sqr_optimizer_1x.yml

@@ -0,0 +1,16 @@
+epoch: 50
+
+LearningRate:
+  base_lr: 0.0002
+  schedulers:
+  - !PiecewiseDecay
+    gamma: 0.1
+    milestones: [40]
+    use_warmup: false
+
+OptimizerBuilder:
+  clip_grad_by_norm: 0.1
+  regularizer: false
+  optimizer:
+    type: AdamW
+    weight_decay: 0.0001