========================================== Multi Source Domain Adaptation ========================================== We provide benchmarks of different domain adaptation algorithms on `Office-Home`_ and `DomainNet`_. Those domain adaptation algorithms includes: - :ref:`MDD` .. note:: - ``Origin`` means the accuracy reported by the original paper. - ``Avg`` is the accuracy reported by Transfer-Learn. - ``Source Only`` refers to the model trained with data from the source domain. - ``Oracle`` refers to the model trained with data from the target domain. .. _Office-Home: Office-Home accuracy on ResNet-50 --------------------------------- =========== ====== ====== ====== ====== ====== Methods Avg :Ar :Cl :Pr :Rw Source Only 69.5 67.3 50.8 78.8 81.0 MDD 77.2 74.7 64.6 85.2 84.1 =========== ====== ====== ====== ====== ====== .. _DomainNet: DomainNet accuracy on ResNet-50 ----------------------------------- =========== ======= ======= ======= ======= ======= ======= ======= ======= Methods Origin Avg :c :i :p :q :r :s Source Only 32.9 47.0 64.9 25.2 54.4 16.9 68.2 52.3 MDD / 48.8 68.7 29.7 58.2 9.7 69.4 56.9 Oracle 63.0 69.1 78.2 40.7 71.6 69.7 83.8 70.6 =========== ======= ======= ======= ======= ======= ======= ======= =======