OpenCV (dnn module)资料
配置文件官网:https://github.com/opencv/opencv/wiki/TensorFlow-Object-Detection-APIopencv的dnn模块读取models.yml文件中包含的目标检测模型有以下5种:1、OpenCV’s face detection networkopencv_fd:model: “opencv_face_detector...
配置文件官网:https://github.com/opencv/opencv/wiki/TensorFlow-Object-Detection-API
opencv的dnn模块读取models.yml文件中包含的目标检测模型有以下5种:
1、OpenCV’s face detection network
opencv_fd:
model: “opencv_face_detector.caffemodel”
config: “opencv_face_detector.prototxt”
mean: [104, 177, 123]
scale: 1.0
width: 300
height: 300
rgb: false
sample: “object_detection”
2、 YOLO object detection family from Darknet
(https://pjreddie.com/darknet/yolo/)
Might be used for all YOLOv2, TinyYolov2 and YOLOv3
- yolo:
model: “yolov3.weights”
config: “yolov3.cfg”
mean: [0, 0, 0]
scale: 0.00392
width: 416
height: 416
rgb: true
classes: “object_detection_classes_yolov3.txt”
sample: “object_detection” - tiny-yolo-voc:
model: “tiny-yolo-voc.weights”
config: “tiny-yolo-voc.cfg”
mean: [0, 0, 0]
scale: 0.00392
width: 416
height: 416
rgb: true
classes: “object_detection_classes_pascal_voc.txt”
sample: “object_detection”
3、Caffe implementation of SSD model
from https://github.com/chuanqi305/MobileNet-SSD
ssd_caffe:
model: “MobileNetSSD_deploy.caffemodel”
config: “MobileNetSSD_deploy.prototxt”
mean: [127.5, 127.5, 127.5]
scale: 0.007843
width: 300
height: 300
rgb: false
classes: “object_detection_classes_pascal_voc.txt”
sample: “object_detection”
4、TensorFlow implementation of SSD model
from https://github.com/tensorflow/models/tree/master/research/object_detection
ssd_tf:
model: “ssd_mobilenet_v1_coco_2017_11_17.pb”
config: “ssd_mobilenet_v1_coco_2017_11_17.pbtxt”
mean: [0, 0, 0]
scale: 1.0
width: 300
height: 300
rgb: true
classes: “object_detection_classes_coco.txt”
sample: “object_detection”
5、TensorFlow implementation of Faster-RCNN model
from https://github.com/tensorflow/models/tree/master/research/object_detection
faster_rcnn_tf:
model: “faster_rcnn_inception_v2_coco_2018_01_28.pb”
config: “faster_rcnn_inception_v2_coco_2018_01_28.pbtxt”
mean: [0, 0, 0]
scale: 1.0
width: 800
height: 600
rgb: true
sample: “object_detection”
caff:
https://github.com/weiliu89/caffe/tree/ssd#models
综合:
http://www.pianshen.com/article/8464200104/
http://www.pianshen.com/article/3342263430/
https://blog.csdn.net/Daker_Huang/article/details/87738935
其余:
https://blog.csdn.net/A_L_A_N/article/details/86424175
https://www.aiuai.cn/aifarm968.html
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