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