YOLOv4训练自身数据集出现维度不匹配
隐灰谷 发布于2021-04 浏览:3130 回复:3
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InvalidArgumentError: Input(X) and Input(Label) shall have the same shape except the last dimension. But received: the shape of Input(X) is [8, 3, 40, 40], the shape of Input(Label) is [8, 3, 10, 10].

上述就是提示的错误信息,希望大佬指教。       代码版本为PaddleDetection-release-0.4

 

这是yolov4_cspdarknet_voc.yml文件参数(改了一些参数,并将_READER_: '../yolov3_reader.yml'这行下面的配置数据删除,感觉reader里面已经有了信息,不用下面的配置数据了。而且加上后会出错)

architecture: YOLOv4
use_gpu: true
max_iters: 40000
log_smooth_window: 20
save_dir: output
snapshot_iter: 2000
metric: VOC
pretrain_weights: https://paddlemodels.bj.bcebos.com/object_detection/yolov4_cspdarknet.pdparams
weights: output/yolov4_cspdarknet_voc/model_final
num_classes: 1
use_fine_grained_loss: true

YOLOv4:
  backbone: CSPDarkNet
  yolo_head: YOLOv4Head

CSPDarkNet:
  norm_type: sync_bn
  norm_decay: 0.
  depth: 53

YOLOv4Head:
  anchors: [[12, 16], [19, 36], [40, 28], [36, 75], [76, 55],
            [72, 146], [142, 110], [192, 243], [459, 401]]
  anchor_masks: [[0, 1, 2], [3, 4, 5], [6, 7, 8]]
  nms:
    background_label: -1
    keep_top_k: -1
    nms_threshold: 0.45
    nms_top_k: -1
    normalized: true
    score_threshold: 0.001
  downsample: [8,16,32]
  scale_x_y: [1.2, 1.1, 1.05]

YOLOv3Loss:
  ignore_thresh: 0.7
  label_smooth: true
  downsample: [8,16,32]
  scale_x_y: [1.2, 1.1, 1.05]
  iou_loss: IouLoss
  match_score: true

IouLoss:
  loss_weight: 0.07
  max_height: 608
  max_width: 608
  ciou_term: true
  loss_square: true

LearningRate:
  base_lr: 0.0002
  schedulers:
  - !PiecewiseDecay
    gamma: 0.1
    milestones:
    - 40000
    - 50000
  - !LinearWarmup
    start_factor: 0.
    steps: 1000

OptimizerBuilder:
  clip_grad_by_norm: 10.
  optimizer:
    momentum: 0.949
    type: Momentum
  regularizer:
    factor: 0.0005
    type: L2

_READER_: '../yolov3_reader.yml'

 

下面是yolov3_reader.yml的配置信息(将is-scale改为false,并加入自身数据集路径)其中,train.txt文件内容如图所示:

TrainReader:
  inputs_def:
    fields: ['image', 'gt_bbox', 'gt_class', 'gt_score','im_id']
    num_max_boxes: 50
  dataset:
    !VOCDataSet
      dataset_dir: PaddleDetection-release-0.4/dataset/mydata_fire
      anno_path: ImageSets/train.txt
      image_dir: ImageSets
      label_list: ImageSets/label_list.txt
      use_default_label: false
      with_background: false
  sample_transforms:
    - !DecodeImage
      to_rgb: True
      with_mixup: false
    - !ColorDistort {}
    - !RandomExpand
      fill_value: [123.675, 116.28, 103.53]
    - !RandomCrop {}
    - !RandomFlipImage
      is_normalized: false
    - !NormalizeBox {}
    - !PadBox
      num_max_boxes: 50
    - !BboxXYXY2XYWH {}
  batch_transforms:
  - !RandomShape
    sizes: [320, 352, 384, 416, 448, 480, 512, 544, 576, 608]
    random_inter: True
  - !NormalizeImage
    mean: [0.485, 0.456, 0.406]
    std: [0.229, 0.224, 0.225]
    is_scale: false
    is_channel_first: false
  - !Permute
    to_bgr: false
    channel_first: True
  # Gt2YoloTarget is only used when use_fine_grained_loss set as true,
  # this operator will be deleted automatically if use_fine_grained_loss
  # is set as false
  - !Gt2YoloTarget
    anchor_masks: [[6, 7, 8], [3, 4, 5], [0, 1, 2]]
    anchors: [[10, 13], [16, 30], [33, 23],
              [30, 61], [62, 45], [59, 119],
              [116, 90], [156, 198], [373, 326]]
    downsample_ratios: [32, 16, 8]
  batch_size: 8
  shuffle: true
  mixup_epoch: 250
  drop_last: true
  worker_num: 8
  bufsize: 16
  use_process: true


EvalReader:
  inputs_def:
    fields: ['image', 'im_size', 'im_id', 'gt_bbox', 'gt_class', 'is_difficult']
    num_max_boxes: 90
  dataset:
    !VOCDataSet
      dataset_dir: PaddleDetection-release-0.4/dataset/mydata_fire
      anno_path: ImageSets/val.txt
      image_dir: ImageSets
      label_list: ImageSets/label_list.txt
      use_default_label: false
      with_background: false
  sample_transforms:
    - !DecodeImage
      to_rgb: True
    - !ResizeImage
      target_size: 608
      interp: 2
    - !NormalizeImage
      mean: [0.485, 0.456, 0.406]
      std: [0.229, 0.224, 0.225]
      is_scale: false
      is_channel_first: false
    - !PadBox
      num_max_boxes: 90
    - !Permute
      to_bgr: false
      channel_first: True
  batch_size: 8
  drop_empty: false
  worker_num: 8
  bufsize: 16

TestReader:
  inputs_def:
    image_shape: [3, 608, 608]
    fields: ['image', 'im_size', 'im_id']
  dataset:
    !ImageFolder
      anno_path: PaddleDetection-release-0.4/dataset/mydata_fire/ImageSets/label_list.txt
      with_background: false
  sample_transforms:
    - !DecodeImage
      to_rgb: True
    - !ResizeImage
      target_size: 608
      interp: 2
    - !NormalizeImage
      mean: [0.485, 0.456, 0.406]
      std: [0.229, 0.224, 0.225]
      is_scale: false
      is_channel_first: false
    - !Permute
      to_bgr: false
      channel_first: True
  batch_size: 1

 

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共3条回复 最后由電1705222OO02_回复于2022-04
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0
#3回复于2021-07

可以请问下是怎么解决的呢?

0
#2隐灰谷回复于2021-04

自问自答: 因为YOLOv4的head与YOLOv3是不一样的,也就是yolov4中 anchor_masks: [[0, 1, 2], [3, 4, 5], [6, 7, 8]],而YOLOv3中anchor_masks: [[6, 7, 8], [3, 4, 5], [0, 1, 2]],我是忘记了排查这一点。

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