This small demo was written in Java to recognize objects in images and classify it into 1000 classes like Lion, Frog, Flowers, ....etc using Inception V3 model.
The pre-trained Inception V3 model can be downloaded from here https://storage.googleapis.com/download.tensorflow.org/models/inception_dec_2015.zip
For more details read this article: http://emaraic.com/blog/object-recognition-using-TensorFlow-Java
Compiling and running code using Netbeans (Video) : https://www.youtube.com/watch?v=hFzAA0xHbZA
EsotericSoftware to for their TableLayout Library https://github.com/EsotericSoftware/tablelayout
TensorFlow for their example which I built my demo on it.