hubert10/field-delineation-mobilenet

This repo contains code to generate automatic contours for agricultural parcels, given Sentinel-2 images. This code has been used to generate contours for SRV region (Senegal). # Image Segmentation Keras : Implementation of Segnet, FCN, UNet, PSPNet and other models in Keras. Implementation of various Deep Image Segmentation models in keras. ### News : Some functionality of this repository has been integrated with liner.ai . Check it out! Link to the full blog post with tutorial : divamgupta.com ## Working Google Colab Examples: * Python Interface: colab.research.google.com * CLI Interface: colab.research.google.com ## Training using GUI interface You can also train segmentation models on your computer with liner.ai Train | Inference / Export :-------------------------:|:-------------------------: | | ## Models Following models are supported: | model_name | Base Model | Segmentation Model | |------------------|-------------------|--------------------| | fcn_8 | Vanilla CNN | FCN8 | | fcn_32 | Vanilla CNN | FCN8 | | fcn_8_vgg | VGG 16 | FCN8 | | fcn_32_vgg | VGG 16 | FCN32 | | fcn_8_resnet50 | Resnet-50 | FCN32 | | fcn_32_resnet50 | Resnet-50 | FCN32 | | fcn_8_mobilenet | MobileNet | FCN32 | | fcn_32_mobilenet | MobileNet | FCN32 | | pspnet | Vanilla CNN | PSPNet | | vgg_pspnet | VGG 16 | PSPNet | | resnet50_pspnet | Resnet-50 | PSPNet | | unet_mini | Vanilla Mini CNN | U-Net | | unet | Vanilla CNN | U-Net | | vgg_unet | VGG 16 | U-Net | | resnet50_unet | Resnet-50 | U-Net | | mobilenet_unet …