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Image Orientation Detection Using ResNet

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Intro

this model is a fine-tuned variant of resnet152.

it's been converted to a classfication model with 4 classes. 0°, 90°, 180°, 270°.

image

Training Data

for fine-tunning this model, i used MS COCO (Microsoft Common Objects in Context) dataset. train2017 and test2017 for training, and val2017 for validation.

Training Hardware

GPU: NVIDIA GTX 1660 SUPER 6 GIB VRAM

time per epoch: ~ 3h:45m

Licence

same licence as resnet. apache-2.0

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Image Orientation Detection Using ResNet

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  • Python 74.9%
  • Jupyter Notebook 25.1%