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hellochick / ICNet-tensorflow

TensorFlow-based implementation of "ICNet for Real-Time Semantic Segmentation on High-Resolution Images".
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Any suggestions for low resolution images? #68

Closed VincentGu11 closed 6 years ago

VincentGu11 commented 6 years ago

Hi @hellochick, thanks for sharing the codes.

Recently I'm dealing with a problem which is a binary segmentation(target or not) task and requires extremely high speed (about 100fps required). One way to get that high speed is to shrink the input size of the image I think. I set my input image size to 640360 and the network input to 360360. However, the result seems not very good, the network doesn't learn much from the dataset. Have you done some experiment with this problem? Thanks a lot! :)

hellochick commented 6 years ago

Hey @VincentGu11 ,

Maybe you need to load some pre-trained model and keep fine-tuning on your own dataset. Or you can refer to #50. It seems that the issue can help you to solve binary segmentation task.