R-CNN Problems

YoungJoon Suh·2022년 10월 7일
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  1. Slow at test-time due to independent forward passes of the CNN: need to run full forward pass of CNN for each region proposal
    Solution: Share computation of convolutional layers between proposals for an image
  2. SVMs and regressors are post-hoc: CNN features not updated in response to SVMs and regressors
  3. Complex multistage training pipeline
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