B-cos Networks: Alignment is All We Need for Interpretability

Author:

Bohle Moritz1,Fritz Mario1,Schiele Bernt2

Affiliation:

1. MPI for Informatics, Saarland Informatics Campus

2. CISPA Helmholtz Center for Information Security

Publisher

IEEE

Reference45 articles.

1. Rethinking the Inception Architecture for Computer Vision

2. Axiomatic Attribution for Deep Networks;sundararajan;International Conference on Machine Learning (ICML),0

3. Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps;simonyan;International Conference on Learning Representations (ICLR),0

4. Learning Important Features Through Propagating Activation Differences;shrikumar;International Conference on Machine Learning (ICML),0

5. Do Input Gradients Highlight Discriminative Features?;shah;CoRR,2021

Cited by 24 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Towards Explaining Hypercomplex Neural Networks;2024 International Joint Conference on Neural Networks (IJCNN);2024-06-30

2. Transparent Projection Networks for Interpretable Image Recognition;2024 International Joint Conference on Neural Networks (IJCNN);2024-06-30

3. B-Cos Alignment for Inherently Interpretable CNNs and Vision Transformers;IEEE Transactions on Pattern Analysis and Machine Intelligence;2024-06

4. Finding Component Relationships: A Deep-Learning-Based Anomaly Detection Interpreter;IEEE Transactions on Computational Social Systems;2024-06

5. Optimizing the Learning Process with Limited Computational Resources;2024 XXVII International Conference on Soft Computing and Measurements (SCM);2024-05-22

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3