understandable-machine-intelligence-lab/Quantus
Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations
Jupyter NotebookNOASSERTION
Issues
- 1
Py37 end of life
#302 opened by aaarrti - 0
import cv2 complain when installing quantus with python == 3.9 in virtual env
#344 opened by annahedstroem - 0
Remove "feature importance" requirement (i.e., explanations share shape with input)
#343 opened by annahedstroem - 3
ROAD returns 0 all the time
#333 opened by krebso - 3
Wrong calculation of selectivity
#334 opened by JonasKlotz - 1
Support Model-Agnostic Explainers
#321 opened by abarbosa94 - 1
ROAD takes 6 seconds for single image with GPU enabled
#332 opened by krebso - 0
Remove dependency of pytest-lazy-fixture which causes problems with pytest==8.0.0
#331 opened by annahedstroem - 1
Multi-label classification support
#233 opened by aaarrti - 2
Error on certain XAI metrics for tabular data
#324 opened by sallana22 - 1
The problem faced by GradCAM and Occlusion Sensitivity methods when dealing with images with more than 3 bands.
#323 opened by BEEILAB - 1
- 4
Metrics support for tabular data
#215 opened by annahedstroem - 0
Add new "compressibility" (complexity) metric
#320 opened by annahedstroem - 2
- 0
- 0
tf-explain does not work with various data types, make more explicit to users
#309 opened by annahedstroem - 0
Investigate vectorizing metric computation
#299 opened by aaarrti - 3
- 1
Adding more explantation methods
#300 opened by youssefmecky96 - 0
InputInvariance for CNN
#303 opened by h-moghaddam - 0
Investigate shape and data type type-hints.
#272 opened by aaarrti - 1
numpy version requirements
#298 opened by sltzgs - 0
Pointing game need a tolerance margin option
#296 opened by Sangyu-Han - 1
toml missing
#292 opened by jdegange - 1
Wrong implementation in max_sensitivity.py
#288 opened by Sangyu-Han - 0
Wanna get perturbed inputs from robustness metrics
#284 opened by Sangyu-Han - 0
- 1
Create transparency with respect to the metric’s individual data and model applicability
#280 opened by annahedstroem - 2
Missing module in 'quantus.helpers.utils'
#243 opened by PouyaKhn - 2
Some minor mistakes in the documentation
#268 opened by EricKolibacz - 2
minor typo in assert_attributions_order function
#273 opened by jang1suh - 2
Getting started tutorial needs to specify explain_fun for MaxSensitivity metric
#276 opened by smachar - 1
Implement custom plot function
#257 opened by binh-nguyen49-jh - 0
Pre-trained model loading API
#277 opened by aaarrti - 0
Move example models to `tests/`
#236 opened by aaarrti - 0
- 0
Write a short guide on how to use Quantus for different datasets (readthedocs.org)
#267 opened by annahedstroem - 0
Huggingface pip dependency issue Python 3.8
#261 opened by annahedstroem - 4
- 0
Explanation pre- and post-processing pipeline
#249 opened by aaarrti - 4
- 0
logging instead of print
#232 opened by aaarrti - 0
Investigate support for NLP tasks
#238 opened by aaarrti - 0
Quantus.nlp support for custom models
#237 opened by aaarrti - 0
Export function signatures for user
#235 opened by aaarrti - 0
- 0
- 4
Possible error in the application of aggregate_func in the 'Metric' class found in the 'base.py' script, especialy while using numpy methods.
#220 opened by Shreyas-Gururaj - 0