s12 / README.md
srikanthp07's picture
Update README.md
13b40a0

A newer version of the Gradio SDK is available: 4.42.0

Upgrade
metadata
license: mit
title: app gradio
sdk: gradio

model is trained using pytorch-lightning. and gives above 90 percent accuracy. training code can be found at this repo - https://github.com/srikanthp1/S12.git

bringing up the app takes time as it has to download test_downloader

we have three tabs one for each option

1) takes image as input. gets the top k and also gives the grad cam on desired layer

give an example image or other image along with transparency(opacity), layer for gradcam, top classes number

UI FOR IMAGE INPUT

image image(https://huggingface.co/spaces/srikanthp07/s12/tree/main/examples/cat.png)

2) misclassified images - gets misclassified images from test_loader

give number of images to display, from test_dataloader

UI FOR MISCLASSIFIED IMAGE

image

OUTPUT SAMPLE

image

3) get all images from test_loader and give grad cam

give number of images, transparency for overlap, layer number which is upto 3 3 being very spotty

GRAD-CAM UI image

GRAD-CAM OUTPUT SAMPLE image