DeepGeo_Ext_Maskrcnn公司
deepgeo-ext-maskrcnn的Python项目详细描述
DeepGeo扩展：：掩码R-CNN
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版权所有（c）2019 InfoLab（Donggun LEE）
如何安装
pip install deepgeo_ext_maskrcnn
- 其他版本
# 0.0.1 pip install deepgeo_ext_maskrcnn==0.0.1
- 要求
- python 3.6
pip install deepgeo
- 其他版本
如何使用
importdeepgeoengine=deepgeo.Engine()engine.add_model('maskrcnn_mscoco','maskrcnn','D:/default_config.json')image=deepgeo.Image.Image("image.jpg","D:/Project")image=engine.detect('maskrcnn_mscoco',image)image.draw_annotations(image.get_annotation())image.save("D:/","test","PNG")
默认配置json
{"BACKBONE":"resnet101","BACKBONE_STRIDES":[4,8,16,32,64],"BATCH_SIZE":1,"BBOX_STD_DEV":[0.1,0.1,0.2,0.2],"CATEGORY":["bg","person","bicycle","car","motorcycle","airplane","bus","train","truck","boat","traffic_light","fire_hydrant","stop_sign","parking_meter","bench","bird","cat","dog","horse","sheep","cow","elephant","bear","zebra","giraffe","backpack","umbrella","handbag","tie","suitcase","frisbee","skis","snowboard","sports_ball","kite","baseball_bat","baseball_glove","skateboard","surfboard","tennis_racket","bottle","wine_glass","cup","fork","knife","spoon","bowl","banana","apple","sandwich","orange","broccoli","carrot","hot_dog","pizza","donut","cake","chair","couch","potted_plant","bed","dining_table","toilet","tv","laptop","mouse","remote","keyboard","cell_phone","microwave","oven","toaster","sink","refrigerator","book","clock","vase","scissors","teddy_bear","hair_drier","toothbrush"],"COMPUTE_BACKBONE_SHAPE":null,"DETECTION_MAX_INSTANCES":100,"DETECTION_MIN_CONFIDENCE":0.7,"DETECTION_NMS_THRESHOLD":0.3,"EPOCHS":1,"FPN_CLASSIF_FC_LAYERS_SIZE":1024,"GPU_COUNT":1,"GRADIENT_CLIP_NORM":5.0,"IMAGES_PER_GPU":1,"IMAGE_CHANNEL_COUNT":3,"IMAGE_MAX_DIM":1024,"IMAGE_META_SIZE":14,"IMAGE_MIN_DIM":800,"IMAGE_MIN_SCALE":0,"IMAGE_PATH":"image","IMAGE_RESIZE_MODE":"square","IMAGE_SHAPE":null,"LAYERS":"all","LEARNING_MOMENTUM":0.9,"LEARNING_RATE":0.001,"LOSS_WEIGHTS":{"mrcnn_bbox_loss":1.0,"mrcnn_class_loss":1.0,"mrcnn_mask_loss":1.0,"rpn_bbox_loss":1.0,"rpn_class_loss":1.0},"MASK_POOL_SIZE":14,"MASK_SHAPE":[28,28],"MAX_GT_INSTANCES":100,"MEAN_PIXEL":[123.7,116.8,103.9],"MEMO":"","MINI_MASK_SHAPE":[56,56],"MODEL_FILE_NAME":"mask_rcnn_coco.h5","MODEL_PATH":"model","MODEL_URI":"","NAME":"MASK_RCNN","NUM_CLASSES":80,"POOL_SIZE":7,"POST_NMS_ROIS_INFERENCE":1000,"POST_NMS_ROIS_TRAINING":2000,"PRE_NMS_LIMIT":6000,"RESULT_TEST_NUM":100,"ROI_POSITIVE_RATIO":0.33,"RPN_ANCHOR_RATIOS":[0.5,1,2],"RPN_ANCHOR_SCALES":[32,64,128,256,512],"RPN_ANCHOR_STRIDE":1,"RPN_BBOX_STD_DEV":[0.1,0.1,0.2,0.2],"RPN_NMS_THRESHOLD":0.7,"RPN_TRAIN_ANCHORS_PER_IMAGE":256,"STEPS_PER_EPOCH":1000,"TOP_DOWN_PYRAMID_SIZE":256,"TRAIN_BN":false,"TRAIN_ROIS_PER_IMAGE":200,"USE_MINI_MASK":true,"USE_RPN_ROIS":true,"VALIDATION_STEPS":50,"VERSION":"","WEIGHT_DECAY":0.0001}
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