U-CAM: Visual Explanation using Uncertainty based Class Activation Maps

Institutions: Indian Institute of Technology, Kanpur

Authors: Badri N. Patro Mayank Lunayach Shivansh Patel Vinay P. Namboodiri

Publication:

U-CAM: Visual Explanation using Uncertainty based Class Activation Maps

Source Code:

https://delta-lab-iitk.github.io/U-CAM/

Further Info:

https://delta-lab-iitk.github.io/U-CAM/

SHAP (SHapley Additive exPlanations)

Institutions: University of Washington

Authors: Scott M. Lundberg, Gabriel G. Erion, Su-In Lee

Publication:

Consistent Individualized Feature Attribution for Tree Ensembles

Source Code:

https://github.com/slundberg/shap

Relational Automatic Statistician

Institutions: UNIST

Authors: Anh Tong, Jaesik Choi

Publication:

Discovering Latent Covariance Structures for Multiple Time Series

Source Code:

https://github.com/OpenXAIProject/Automatic-Stock-Report

XCAD

Institutions: KAIST

Authors: Seong Tae Kim, Hakmin Lee, Hak Gu Kim, Yong Man Ro

Publication:

ICADx: Interpretable computer aided diagnosis of breast masses

Source Code:

https://github.com/xairc/XCAD