most citedGood-looking but Lacking Faithfulness: Understanding Local Explanation Methods through Trend-based Testing

3 citations · 3 across the 2 of their papers we have counts for

collaborators

2 papers

cs.CR2024

I Don't Know You, But I Can Catch You: Real-Time Defense against Diverse Adversarial Patches for Object Detectors

Zijin Lin, Yue Zhao, Kai Chen +1

Deep neural networks (DNNs) have revolutionized the field of computer vision like object detection with their unparalleled performance. However, existing research has shown that DN…

cs.LG2023★ 3 cited

Good-looking but Lacking Faithfulness: Understanding Local Explanation Methods through Trend-based Testing

Jinwen He, Kai Chen, Guozhu Meng +2

While enjoying the great achievements brought by deep learning (DL), people are also worried about the decision made by DL models, since the high degree of non-linearity of DL mode…