High Frequency Component Helps Explain the Generalization of Convolutional Neural Networks

28 May 2019

Papers citing "High Frequency Component Helps Explain the Generalization of Convolutional Neural Networks"

50 / 94 papers shown

Title
Diffusion-based Adversarial Purification from the Perspective of the Frequency Domain Gaozheng Pei Ke Ma Yingfei Sun Qianqian Xu Qingming Huang DiffM 45 0 0 02 May 2025
Purifying, Labeling, and Utilizing: A High-Quality Pipeline for Small Object Detection Siwei Wang Zhiwei Chen Liujuan Cao Rongrong Ji ObjD 69 0 0 29 Apr 2025
Frequency-Integrated Transformer for Arbitrary-Scale Super-Resolution Junfeng Fang Fei Ge Jinchen Zhu Hao Fei Qi Wu Jifeng Ren Shizhuang Weng 43 0 0 26 Apr 2025
Fast Adversarial Training with Weak-to-Strong Spatial-Temporal Consistency in the Frequency Domain on Videos Songping Wang Hanqing Liu Yueming Lyu Xiantao Hu Ziwen He Wenjie Wang Caifeng Shan Lei Wang AAML 163 0 0 21 Apr 2025
YOLO-LLTS: Real-Time Low-Light Traffic Sign Detection via Prior-Guided Enhancement and Multi-Branch Feature Interaction Ziyu Lin Yunfan Wu Yuhang Ma Junzhou Chen Ronghui Zhang Jiaming Wu Guodong Yin Liang Lin 55 0 0 18 Mar 2025
On the uncertainty principle of neural networks Jun-Jie Zhang Dong-xiao Zhang Jian-Nan Chen L. Pang Deyu Meng 59 2 0 17 Jan 2025
Learning from Convolution-based Unlearnable Datasets Dohyun Kim Pedro Sandoval-Segura MU 99 1 0 04 Nov 2024
Irregularity-Informed Time Series Analysis: Adaptive Modelling of Spatial and Temporal Dynamics L. Zheng Zhengyang Li Chang Dong W. Zhang Lin Yue Miao Xu Olaf Maennel Weitong Chen AI4TS 38 1 0 16 Oct 2024
MacFormer: Semantic Segmentation with Fine Object Boundaries Guoan Xu Wenfeng Huang Tao Wu Ligeng Chen Wenjing Jia Guangwei Gao Xiatian Zhu Stuart W. Perry 45 0 0 11 Aug 2024
Mitigating Low-Frequency Bias: Feature Recalibration and Frequency Attention Regularization for Adversarial Robustness Kejia Zhang Juanjuan Weng Yuanzheng Cai Zhiming Luo Shaozi Li AAML 67 0 0 04 Jul 2024
Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting Tiange Zhang Qing Cai Feng Gao Lin Qi Junyu Dong 42 1 0 24 Jun 2024
Efficient Real-world Image Super-Resolution Via Adaptive Directional Gradient Convolution Long Peng Yang Cao Renjing Pei Wenbo Li Jiaming Guo Xueyang Fu Yang Wang Zheng-Jun Zha 43 12 0 11 May 2024
Exploring Frequencies via Feature Mixing and Meta-Learning for Improving Adversarial Transferability Juanjuan Weng Zhiming Luo Shaozi Li AAML 41 1 0 06 May 2024
Towards a Novel Perspective on Adversarial Examples Driven by Frequency Zhun Zhang Yi Zeng Qihe Liu Shijie Zhou AAML 39 0 0 16 Apr 2024
Generating Content for HDR Deghosting from Frequency View Tao Hu Qingsen Yan Yuankai Qi Yanning Zhang 37 7 0 01 Apr 2024
DD-RobustBench: An Adversarial Robustness Benchmark for Dataset Distillation Yifan Wu Jiawei Du Ping Liu Yuewei Lin Wenqing Cheng Wei Xu DD AAML 42 5 0 20 Mar 2024
Frequency-Adaptive Dilated Convolution for Semantic Segmentation Linwei Chen Lin Gu Ying Fu 42 24 0 08 Mar 2024
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation Sanqing Qu Tianpei Zou Lianghua He Florian Röhrbein Alois Knoll Guang Chen Changjun Jiang 45 12 0 06 Mar 2024
M3FPolypSegNet: Segmentation Network with Multi-frequency Feature Fusion for Polyp Localization in Colonoscopy Images Ju-Hyeon Nam Seo-Hyeong Park Nur Suriza Syazwany Yerim Jung Yu-Han Im Sang-Chul Lee 29 3 0 09 Oct 2023
FreeU: Free Lunch in Diffusion U-Net Chenyang Si Ziqi Huang Yuming Jiang Ziwei Liu DiffM 54 132 0 20 Sep 2023
Frequency Compensated Diffusion Model for Real-scene Dehazing Jing Wang Songtao Wu Kuanhong Xu Zhiqiang Yuan DiffM 31 26 0 21 Aug 2023
Privacy-Preserving Face Recognition Using Random Frequency Components Yuxi Mi Yanhua Huang Jia-Bao Ji Minyi Zhao Jiaxiang Wu Xingkun Xu Shouhong Ding Shuigeng Zhou CVBM PICV 26 13 0 21 Aug 2023
Understanding the robustness difference between stochastic gradient descent and adaptive gradient methods A. Ma Yangchen Pan Amir-massoud Farahmand AAML 25 5 0 13 Aug 2023
Complementary Frequency-Varying Awareness Network for Open-Set Fine-Grained Image Recognition Qiulei Dong Hong Wang Qiulei Dong 25 0 0 14 Jul 2023
Seeing is not Believing: An Identity Hider for Human Vision Privacy Protection Tao Wang Yushu Zhang Zixuan Yang Hua Zhang Zhongyun Hua PICV CVBM 53 7 0 02 Jul 2023
Exploiting Frequency Spectrum of Adversarial Images for General Robustness Chun Yang Tan K. Kawamoto Hiroshi Kera AAML OOD 34 1 0 15 May 2023
Robustmix: Improving Robustness by Regularizing the Frequency Bias of Deep Nets Jonas Ngnawé Marianne Abémgnigni Njifon Jonathan Heek Yann N. Dauphin OOD 24 4 0 06 Apr 2023
Waving Goodbye to Low-Res: A Diffusion-Wavelet Approach for Image Super-Resolution Brian B. Moser Stanislav Frolov Federico Raue Sebastián M. Palacio Andreas Dengel 42 15 0 04 Apr 2023
It Is All About Data: A Survey on the Effects of Data on Adversarial Robustness Peiyu Xiong Michael W. Tegegn Jaskeerat Singh Sarin Shubhraneel Pal Julia Rubin SILM AAML 37 8 0 17 Mar 2023
Modality-Agnostic Debiasing for Single Domain Generalization Sanqing Qu Yingwei Pan Guang-Sheng Chen Ting Yao Changjun Jiang Tao Mei 33 20 0 13 Mar 2023
Decompose, Adjust, Compose: Effective Normalization by Playing with Frequency for Domain Generalization Sangrok Lee Jongseong Bae Ha Young Kim OOD 40 26 0 04 Mar 2023
Interpretable Spectrum Transformation Attacks to Speaker Recognition Jiadi Yao H. Luo Xiao-Lei Zhang AAML 32 1 0 21 Feb 2023
Linking convolutional kernel size to generalization bias in face analysis CNNs Hao Liang J. O. Caro Vikram Maheshri Ankit B. Patel Guha Balakrishnan CVBM CML 23 0 0 07 Feb 2023
Achieving Robust Generalization for Wireless Channel Estimation Neural Networks by Designed Training Data Dianxin Luan J. Thompson OOD 11 1 0 05 Feb 2023
Fourier Sensitivity and Regularization of Computer Vision Models K. Krishnamachari See-Kiong Ng Chuan-Sheng Foo OOD 34 2 0 31 Jan 2023
A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs Fabian Falck Christopher Williams D. Danks George Deligiannidis C. Yau Chris Holmes Arnaud Doucet M. Willetts 36 8 0 19 Jan 2023
Head-Free Lightweight Semantic Segmentation with Linear Transformer B. Dong Pichao Wang Fan Wang ViT 24 66 0 11 Jan 2023
NFResNet: Multi-scale and U-shaped Networks for Deblurring Tanish Mittal Preyansh Agrawal Esha Pahwa Aarya Makwana 23 1 0 12 Dec 2022
Expeditious Saliency-guided Mix-up through Random Gradient Thresholding Minh-Long Luu Zeyi Huang Eric P. Xing Yong Jae Lee Haohan Wang AAML 36 1 0 09 Dec 2022
Fairness Increases Adversarial Vulnerability Cuong Tran Keyu Zhu Ferdinando Fioretto Pascal Van Hentenryck 34 6 0 21 Nov 2022
Data-free Defense of Black Box Models Against Adversarial Attacks Gaurav Kumar Nayak Inder Khatri Ruchit Rawal Anirban Chakraborty AAML 33 1 0 03 Nov 2022
Understanding CNN Fragility When Learning With Imbalanced Data Damien Dablain Kristen N. Jacobson C. Bellinger Mark Roberts Nitesh Chawla 34 39 0 17 Oct 2022
Frequency Dropout: Feature-Level Regularization via Randomized Filtering Mobarakol Islam Ben Glocker OOD 35 6 0 20 Sep 2022
PointACL:Adversarial Contrastive Learning for Robust Point Clouds Representation under Adversarial Attack Junxuan Huang Yatong An Lu Cheng Bai Chen Junsong Yuan Chunming Qiao 3DPC 32 1 0 14 Sep 2022
Improving Robustness to Out-of-Distribution Data by Frequency-based Augmentation Koki Mukai Soichiro Kumano T. Yamasaki OODD OOD 17 10 0 06 Sep 2022
Exploring Adversarial Robustness of Vision Transformers in the Spectral Perspective Gihyun Kim Juyeop Kim Jong-Seok Lee AAML ViT 24 4 0 20 Aug 2022
Frequency Domain Model Augmentation for Adversarial Attack Yuyang Long Qi-li Zhang Boheng Zeng Lianli Gao Xianglong Liu Jian Zhang Jingkuan Song AAML 32 155 0 12 Jul 2022
Wavelet Regularization Benefits Adversarial Training Jun Yan Huilin Yin Xiaoyang Deng Zi-qin Zhao Wancheng Ge Hao Zhang Gerhard Rigoll AAML 19 2 0 08 Jun 2022
Inception Transformer Chenyang Si Weihao Yu Pan Zhou Yichen Zhou Xinchao Wang Shuicheng Yan ViT 37 187 0 25 May 2022
Learning Convolutional Neural Networks in the Frequency Domain H. Pan Yixin Chen Xin-Yi Niu Wenbo Zhou Dongsheng Li OOD 25 9 0 14 Apr 2022