Project information

• Category: Deep Learning - Multiclassification
• App: Dance Recognizer
• DL Model: Deep Learning model
• Front End: Front End

I developed a deep learning model to identify the kind of dance based on an image. I used around 450 images from Bing Search Api. It is possible to get good results with few images applying techniques like Data Augmentation and Transfer Learning.

I used the model resnet18 which was pre-trained on ImageNet (ImageNet contains over 1.3 million images of various sizes around 500 pixels across, in 1,000 categories)

As a result the new model can identify one or more dance styles in the same picture.

I use python, fastai, flask, javascript, docker and heroku to develop and deploy the app.