PulseFocusPlatform/configs/ppyolo/ppyolo_r18vd_coco.yml

82 lines
1.9 KiB
YAML

_BASE_: [
'../datasets/coco_detection.yml',
'../runtime.yml',
'./_base_/ppyolo_r18vd.yml',
'./_base_/optimizer_1x.yml',
'./_base_/ppyolo_reader.yml',
]
snapshot_epoch: 10
weights: output/ppyolo_r18vd_coco/model_final
TrainReader:
sample_transforms:
- Decode: {}
- Mixup: {alpha: 1.5, beta: 1.5}
- RandomDistort: {}
- RandomExpand: {fill_value: [123.675, 116.28, 103.53]}
- RandomCrop: {}
- RandomFlip: {}
batch_transforms:
- BatchRandomResize:
target_size: [320, 352, 384, 416, 448, 480, 512, 544, 576, 608]
random_size: True
random_interp: True
keep_ratio: False
- NormalizeBox: {}
- PadBox: {num_max_boxes: 50}
- BboxXYXY2XYWH: {}
- NormalizeImage:
mean: [0.485, 0.456, 0.406]
std: [0.229, 0.224, 0.225]
is_scale: True
- Permute: {}
- Gt2YoloTarget:
anchor_masks: [[3, 4, 5], [0, 1, 2]]
anchors: [[10, 14], [23, 27], [37, 58], [81, 82], [135, 169], [344, 319]]
downsample_ratios: [32, 16]
batch_size: 32
mixup_epoch: 500
shuffle: true
EvalReader:
sample_transforms:
- Decode: {}
- Resize: {target_size: [512, 512], keep_ratio: False, interp: 2}
- NormalizeImage: {mean: [0.485, 0.456, 0.406], std: [0.229, 0.224, 0.225], is_scale: True}
- Permute: {}
batch_size: 8
TestReader:
inputs_def:
image_shape: [3, 512, 512]
sample_transforms:
- Decode: {}
- Resize: {target_size: [512, 512], keep_ratio: False, interp: 2}
- NormalizeImage: {mean: [0.485, 0.456, 0.406], std: [0.229, 0.224, 0.225], is_scale: True}
- Permute: {}
batch_size: 1
epoch: 270
LearningRate:
base_lr: 0.004
schedulers:
- !PiecewiseDecay
gamma: 0.1
milestones:
- 162
- 216
- !LinearWarmup
start_factor: 0.
steps: 4000
OptimizerBuilder:
optimizer:
momentum: 0.9
type: Momentum
regularizer:
factor: 0.0005
type: L2