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kd2's Introduction

Knowledge Distillation in Semantic Segmentation - Pascal VOC

Deeplab architecture

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Teacher and Student

Model Backbone Model size Epoches mIOU
Deeplab ResNet 18 16.6 120 67/50 %
Deeplab ResNet 101 59.3M 120 74/08 %

Settings

Teacher Student Loss mIOU
ResNet 101 ResNet 18 CE + grad_based 67/79 %
ResNet 101 ResNet 18 CE + Logits 68/67 %
ResNet 101 ResNet 18 CE + feature_maps 69/15 %
ResNet 101 ResNet 18 CE + feature_maps + Logits 69/38 %

Teacher model

Download following pre-trained teacher network and put it into ./Segmentation/pretrained directory

measure performance on test set with Pascal VOC evaluation server.

kd2's People

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