Domain adaptation on the Office-31 dataset
The Office-31 dataset contains 31 object categories in three domains: Amazon, DSLR and Webcam.
The dataset can be found at : https://www.cc.gatech.edu/~judy/domainadapt/#datasets_code
Domain adapatation has been done from source-domain 'Webcam' to the target-domain 'DSLR'
The Domain-adversarial neural network architecture proposed by Ganin and Lempitsky,2015 has been implemented
The accuracies of the baselines, source-only and train-on-target, as outlined in the above paper, are 93.37% and 98% respectively
The domain adaptation model achieves an accuracy of 97.73%