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Why I need pre-trained weight in transfer learning?



The Next CEO of Stack Overflow
2019 Community Moderator ElectionWhere to find pre-trained models for transfer learningWhy is input preprocessing in VGG16 in Keras not 1/255.0Why do pre-trained CNNs use low image resolution?Transfer learning: Poor performance with last layer replacedMissing outputs in multiple-output neural netHow to properly mean-center my dataIntermediate layer output from pretrained TensorFlow modelPre-trained CNN for one-shot learningDoes it make sense to train a convolutional neural network on lo-res, use on hi-res pictures?How to use pre-trained weights to initialize the custom CNN?










0












$begingroup$


I need a little help. I use a Mask-RCNN. I choosed backbone:resnet50. And downloaded Download COCO pre-trained weight.



Why I need pre-trained weight in transfer learning.
Transfer learning aproach is to train a base network and then copy its first layers of a target.



So: my base network is resnet50 and I copy first layers to Mask RCNN. So why I need pre-trained weight for example coco pre-trained weights.



I understand it so: I copy layers and pre-trained weights from resnet.



Thanks in advance.






deep-learning cnn transfer-learning






share











$endgroup$
















    0












    $begingroup$


    I need a little help. I use a Mask-RCNN. I choosed backbone:resnet50. And downloaded Download COCO pre-trained weight.



    Why I need pre-trained weight in transfer learning.
    Transfer learning aproach is to train a base network and then copy its first layers of a target.



    So: my base network is resnet50 and I copy first layers to Mask RCNN. So why I need pre-trained weight for example coco pre-trained weights.



    I understand it so: I copy layers and pre-trained weights from resnet.



    Thanks in advance.






    deep-learning cnn transfer-learning






    share











    $endgroup$














      0












      0








      0





      $begingroup$


      I need a little help. I use a Mask-RCNN. I choosed backbone:resnet50. And downloaded Download COCO pre-trained weight.



      Why I need pre-trained weight in transfer learning.
      Transfer learning aproach is to train a base network and then copy its first layers of a target.



      So: my base network is resnet50 and I copy first layers to Mask RCNN. So why I need pre-trained weight for example coco pre-trained weights.



      I understand it so: I copy layers and pre-trained weights from resnet.



      Thanks in advance.






      deep-learning cnn transfer-learning






      share











      $endgroup$




      I need a little help. I use a Mask-RCNN. I choosed backbone:resnet50. And downloaded Download COCO pre-trained weight.



      Why I need pre-trained weight in transfer learning.
      Transfer learning aproach is to train a base network and then copy its first layers of a target.



      So: my base network is resnet50 and I copy first layers to Mask RCNN. So why I need pre-trained weight for example coco pre-trained weights.



      I understand it so: I copy layers and pre-trained weights from resnet.



      Thanks in advance.






      deep-learning cnn transfer-learning




      deep-learning cnn transfer-learning





      share














      share












      share



      share








      edited 44 mins ago







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      asked 1 hour ago









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