broden

Description

Handles for Broden-like datasets. The original Broad and Densely Labeled Dataset (Broden) was introduced in [Bau2017] as a combination of several existing semantic segmentation and classification datasets on overlapping image sets. For more details on Broden and its encoding see BrodenHandle.

Note

The original Broden dataset is not required for usage of this code. Used datasets just must use a format as is used by the Broden dataset.

Bau2017

Bau, David, Bolei Zhou, Aditya Khosla, Aude Oliva, and Antonio Torralba. 2017. “Network Dissection: Quantifying Interpretability of Deep Visual Representations.” In Proc. 2017 IEEE Conf. Comput. Vision and Pattern Recognition, 3319–3327. Honolulu, HI, USA: IEEE Computer Society. https://doi.org/10.1109/CVPR.2017.354.

Classes

BrodenHandle

Handle to collect a sub-dataset of a dataset following Broden format.

BrodenLabel

Information needed to load the annotation of a Broden label.