Multi-Scale Convolution

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4 papers in the last four weeks, up 33% on the four weeks before. 0.0% of all new papers.

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  1. Super-Resolving Unseen Hyperspectral Sensors at Any Scale via Spatial Operators

    Sep 30, 2026Ji-Xuan He, Guohang Zhuang, Bo Junge +6Hyperspectral Image Super-ResolutionUpsampling

    Xi’an Jiaotong University · Hefei University of Technology · National University of Singapore +1

  2. Spatial-Temporal Multi-scale Network for Screen Content Video Quality Enhancement

    Sep 30, 2026Ziyin Huang, Sik-Ho Tsang, Xinyuan Qin +3Video QualityMulti-Scale Convolution

    School of Artificial Intelligence, Shenzhen Polytechnic University, Shenzhen, China · Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University, Hong Kong, China · Department of Computer Science, Hong Kong Chu Hai College, Hong Kong, China +2

  3. Spectral Super-Resolution using Spatial-Spectral Residual Operator Networks

    Sep 28, 2026Seokhyun ChinHyperspectral Image Super-ResolutionGenerative Super-Resolution

    California Institute of Technology 1200 E California Boulevard, Pasadena, CA, USA

  4. Neuralized Multi-Wavelet Decomposition for Time Series Classification and Forecasting

    Sep 24, 2026Xiaohan Jiang, Jingyuan Wang, Jiahao Ji +3Time-Series ClassificationMulti-Scale Convolution

    School of Computer Science and Engineering, Beihang University, Beijing, China · School of Computer Science and Engineering and the School of Economics and Management, Beihang University, Beijing, China · School of Computer Science and Engineering, Beihang University, Beijing, China, and are also with the MOE Engineering Research Center of Advanced Computer Application Technology, Beihang University, China +1

  5. HyperAMS-Net: Adaptive Multi-Scale Spatial Hypergraph Network for Brain Disorder Classification

    Sep 17, 2026Proloy Kumar Mondal, Md Kamran Hussin Chowdhury, Hoi Leong LeeMulti-Scale ConvolutionBrain Tumor Classification

    Department of Computer Science and Engineering, University of North Texas, Denton, Texas, USA · Inje University, Gimhae-si, Republic of Korea · Faculty of Electronic Engineering and Technology, Universiti Malaysia Perlis, Arau, Malaysia

  6. Vision Transformer-Based Multi-Level Feature Fusion for Multi-Label Sewer Defect Classification

    Sep 11, 2026Xu Fang, Zhuoran Wang, Qing Li +4Multi-Scale ConvolutionSelf-Supervised Vision Transformers

    Shenzhen Polytechnic University, Shenzhen, China. · City University of Hong Kong, Hong Kong, China. · Pengcheng Laboratory, Shenzhen, China. +1

  7. Two-Scale Localized PCA-Net: Coarse-Global and Local-Residual Representations for Artifact-Reduced PDE Operator Learning

    Sep 7, 2026Mrigank Dhingra, Jordan Stout, Omer SanPartial Differential EquationsMulti-Scale Convolution

    Department of Mechanical & Aerospace Engineering University of Tennessee Knoxville, Tennessee 37917, USA · Department of Mathematics and Statistics Boston University Boston, Massachusetts 02215, USA

  8. A Time-Frequency Dual-Domain Multi-Scale Convolutional Neural Network for Bearing Fault Diagnosis under Strong Noise

    Aug 10, 2026Yanxi Ding, Tingyue JiaFault DiagnosisFrequency Domain

    School of Engineering China University of Petroleum-Beijing at Karamay Campus Karamay, China

  9. Deep Learning-Based Statistical Downscaling of Sea Surface Temperature Using a Residual Corrective Neural Network

    Aug 9, 2026Onkar Jadhav, Tim French, Ivica Janekovic +2Dynamical DownscalingSea-Surface Temperature Data

    School of Earth and Oceans, UWA Oceans Institute, University of Western Australia, Crawley, WA, Australia. · School of Physics, Maths and Computing, Computer Science and Software Engineering, University of Western Australia, Crawley, WA, Australia. · School of Engineering, UWA Oceans Institute, University of Western Australia, Crawley, WA, Australia.

  10. FreSH: Frequency-Segmented Hierarchical Multi-Expert Framework for Multivariate Time Series Classification

    Aug 8, 2026Pingping Liu, Muyao Wang, Zijian Zhang +5Time-Series ClassificationMulti-Scale Convolution

    1Jilin University · 2Hong Kong Polytechnic University · 3Pengcheng Laboratory +1

  11. MSCM-net: A hyperspectral image classiffcation method based on multi-scale convolution and Mamba

    Jul 30, 2026Jianjun Chen, Linlin Wang, Lifang Chang +4Multi-Scale ConvolutionHyperspectral Image

    Qingdao University of Technology, Qingdao, 266520, China · Nanyang Technological University, Singapore, 639798, Singapore

  12. DAPGNet: Dynamic Adaptive Physics-Guided Graph Diffusion Network for Hyperspectral Image Classification

    Jul 16, 2026Pengkun Wang, Weijia Cao, Ning Wang +1Hyperspectral ImageImage Classification

    National Engineering Laboratory for Satellite Remote Sensing Applications, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China · Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China · Guangzhou University, Guangzhou 510006, China

  13. Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series

    Jul 12, 2026HaoChong Fu, Jian XuMultivariate Time-SeriesMulti-Scale Convolution

    Institute of Collaborative Innovation · University of Macau · Macau, China +2

  14. ScratNet: A Swin-Based Multi-Scale Dilated Network with Precision Refinement for Semiconductor Scratch Segmentation

    Jul 11, 2026Sachin Ranjan, Hoon KimMulti-Scale ConvolutionDefect Detection

    Machine Intelligence and Data Science (MINDS) Lab and the M.S. Program in Electronics Engineering, Incheon National University, Incheon 22012, South Korea · Machine Intelligence and Data Science (MINDS) Lab and the Department of Electronics Engineering, Incheon National University, Incheon 22012, South Korea

  15. TSR-Ego: Temporally Guided Stereo Refinement Framework for Egocentric 3D Human Pose Estimation

    Jul 10, 2026Md Mushfiqur Azam, John Quarles, Kevin DesaiWifi-Csi 3D Human Pose EstimationStereo Vision

    The University of Texas at San Antonio

  16. Video-Text Temporal Localization via Multi-Scale Convolution and Dynamic Routing

    Jul 6, 2026Gengtian Shi, Jinze Yu, Chenhao Wu +5Temporal Action LocalizationCross-Modal Alignment

    Graduate School of Fundamental Science and Engineering, Waseda University, Tokyo, Japan · Generative AI Innovation Center, Amazon Web Services, Japan · Amazon, Germany

  17. A Deep Multiscale Neural Network for Accurate Neurological Disorder Detection from MRI Scans and Real-Time Web Deployment

    Jun 27, 2026Ali Fatahi, Hoda Zamani, Mohammad H. Nadimi-ShahrakiMulti-Scale ConvolutionMultimodal Deep Learning

    Department of Computer Engineering, Na.C., Islamic Azad University, Najafabad, 8514143131, Iran · Big Data Research Center, Na. C., Islamic Azad University, Najafabad, 8514143131, Iran · International Graduate School of Artificial Intelligence, National Yunlin University of Science and Technology, Douliou, Yunlin 640301, Taiwan

  18. ScaLe-INR: Scale and Learn Implicit Neural Representations

    Jun 26, 2026Buwaneka Epakanda, Athulya Ratnayake, Pandula Thennakoon +4Signal ReconstructionMulti-Scale Convolution

  19. Quantum Enchanced Multi-Scale CNN with Bi-directional Mamba for Crop Field Analysis

    Jun 15, 2026Mohammad Salman Khan, Ehsan Atoofian, Saad B. AhmedHyperspectral ImageMulti-Scale Convolution

    Department of Computer Science · Lakehead University · Thunder Bay, ON P7B5E1, Canada +1

  20. Uncertainty-Aware Adaptive Sensor Fusion for Autonomous Navigation

    Jun 3, 2026Simegnew Yihunie Alaba, Yuichi MotaiEvent-Guided Sensor-Level FusionVisual Inertial Odometry

    Department of Electrical and Computer Engineering, College of Engineering, Virginia Commonwealth University, Richmond, VA 23220, USA

  21. Data Efficient Complex Feature Fusion Network For Hyperspectral Image Classification

    Jun 3, 2026Maitreya Shelare, Atharva Satam, Poonam Sonar +1Hyperspectral ImageMulti-Scale Convolution

    Department of Electronics and Telecommunication, Rajiv Gandhi Institute of Technology, University of Mumbai, India

  22. Beyond Single Solution: Multi-Hypothesis Collaborative Deep Unfolding Network for Image Compressive Sensing

    Jun 2, 2026Wenxue Cui, Hualin Li, Yuhang Qin +3Deep Unfolding NetworksMulti-Scale Convolution

    Harbin Institute of Technology, Harbin, China · Harbin Institute of Technology Suzhou Research Institute, Suzhou, China

  23. MixerSENet: A Lightweight Framework for Efficient Hyperspectral Image Classification

    Jun 1, 2026Mohammed Q. Alkhatib, Swalpa Kumar Roy, Ali JamaliHyperspectral ImageImage Classification

    College of Engineering and IT, University of Dubai, Dubai, 14143, UAE · Department of Computer Science and Engineering, Alipurduar Government Engineering and Management College, West Bengal 736206, India · Department of Geography, Simon Fraser University, British Columbia 8888, Canada

  24. AMN: An Adaptive Multi-Scale Fusion Network with Boundary and Uncertainty Modeling for Nuclei Segmentation

    May 31, 2026Spoorthi M, Suja PalaniswamyMulti-Scale ConvolutionCnn-Transformer Tradeoff

    Department of Computer Science & Engineering, Amrita School of Computing, Bengaluru, Amrita Vishwa Vidyapeetham, India

  25. MUSCLE-NET: Predicted-Multiscale-Aware Network for Pedestrian Trajectory Forecasting

    May 30, 2026Yu Liu, Ming Huang, Xiao Ren +3Pedestrian Trajectory PredictionHuman Motion Prediction

    Guangdong Provincial Key Laboratory of Fully Actuated System Control Theory and Technology, School of Automation and Intelligent Manufacturing, Southern University of Science and Technology (SUSTech), Shenzhen 518055, China · Department of Mechanical Engineering, City University of Hong Kong, Hong Kong SAR, China

  26. Generalizing Multi-Scale Time-Series Modeling with a Single Operator

    May 29, 2026Cheonwoo Lee, Dooho Lee, Doyun Choi +1Multi-Scale ConvolutionTime Series

    School of Electrical Engineering, KAIST, Daejeon, Republic of Korea · Department of Computer Science and Engineering, Seoul National University, Seoul, Republic of Korea

  27. Multi-Scale Separable Fourier Neural Networks for Solving High-Frequency PDEs

    May 29, 2026Qihong Yang, Qiaolin HeNeural Partial Differential Equation SolversPartial Differential Equations

    School of Mathematics, Sichuan University, city=Chengdu, postcode=610065, country=China

  28. Parameter-Efficient Subspace Decoupling ViT for Mitigating Multi-Task Negative Transfer in Histological Scoring

    May 28, 2026Youhan Huang, Jiajun Li, Yilin Fang +2Multi--Task LearningSelf-Supervised Vision Transformers

    1Beijing University of Posts and Telecommunications, Beijing, China · 2Beijing University of Chemical Technology, Beijing, China · 3Capital Medical University, Beijing, China

  29. SCRWKV: Ultra-Compact Structure-Calibrated Vision-RWKV for Topological Crack Segmentation

    May 14, 2026Hanxu Zhang, Chen Jia, Hui Liu +3Efficient Semantic SegmentationSelf-Supervised Vision Transformers

    Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin University of Technology, Tianjin 300384, China · Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin 300384, China

  30. ChannelKAN: Multi-Scale Dual-Domain Channel Prediction via Hybrid CNN-KAN Architecture

    May 11, 2026Nanqing Jiang, Zhangyao Song, Tao Guo +2Channel State InformationOrthogonal Frequency-Division Multiplexing

    School of Cyber Science and Engineering, Southeast University, Nanjing, China

  31. Dual-Path Hyperprior Informed Deep Unfolding Network for Image Compressive Sensing

    May 10, 2026Tianyi Lu, Wenxue Cui, Shaohui LiuDeep Unfolding NetworksImage Reconstruction

    Harbin Institute of Technology

  32. UIESNN: A Scale-Aware Spiking Network for Underwater Image Enhancement

    May 8, 2026Shuang Chen, Ruochen Li, Zihan Zhu +3Spiking Neural NetworksUnderwater Image Enhancement Methods

    Computer Science Department, Durham University, UK · University of Cambridge · Institute of Biology, University of Graz, Graz, Austria.

  33. Deep Wave Network for Modeling Multi-Scale Physical Dynamics

    May 5, 2026Alexander I. Khrabry, Edward A. Startsev, Andrew T. Powis +1Multi-Scale ConvolutionU-Net

    Princeton University, Princeton, New Jersey 08544, USA · FusionSoft LLC, Lawrenceville, New Jersey 08648, USA · Princeton Plasma Physics Laboratory, Princeton, New Jersey 08540, USA

  34. Hyperspectral Image Classification via Efficient Global Spectral Supertoken Clustering

    Apr 30, 2026Peifu Liu, Tingfa Xu, Jie Wang +3Hyperspectral ImageImage Classification

    Beijing Institute of Technology, Beijing 100081, China · Beijing Institute of Technology Chongqing Innovation Center, Chongqing 401135, China · Key Laboratory of Photoelectronic Imaging Technology and System, Ministry of Education of China, Beijing 100081, China

  35. Representative Spectral Correlation Network for Multi-source Remote Sensing Image Classification

    Apr 30, 2026Chuanzheng Gong, Feng Gao, Junyan Lin +2Hyperspectral ImageTwo-Level Spatial-Frequency Fusion Strategy

    State Key Laboratory of Physical Oceanography, Ocean University of China, Qingdao 266100, China · Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China · Department of Electrical and Computer Engineering, Mississippi State University, Starkville, MS 39762 USA

  36. ConvVitMamba: Efficient Multiscale Convolution, Transformer, and Mamba-Based Sequence modelling for Hyperspectral Image Classification

    Apr 20, 2026Mohammed Q. AlkhatibHyperspectral ImageMulti-Scale Convolution

    College of Engineering and IT, University of Dubai, Dubai 14143, United Arab Emirates

  37. MambaX: Image Super-Resolution with State Predictive Control

    Nov 22, 2025Chenyu Li, Danfeng Hong, Bing Zhang +3Multi-Scale ConvolutionMamba-Based Models

    Southeast University, Nanjing 210096, China · Aerospace Information Research Institute, Chinese Academy of Sciences, 100094 Beijing, China, and the College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China, and also with the School of Mathematics, Southeast University, 210096 Nanjing, China · Department of Complexity Science and Engineering, Graduate School of Frontier Sciences, the University of Tokyo, Chiba 277-8561, Japan +1

  38. A Spatial-Spectral-Frequency Interactive Network for Multimodal Remote Sensing Classification

    Oct 6, 2025Hao Liu, Yunhao Gao, Wei Li +3Two-Level Spatial-Frequency Fusion StrategyRemote Sensing

    Department of Information Engineering and Computer Science, University of Trento, 38123 Trento, Italy · School of Information and Electronics, Beijing Institute of Technology, Beijing 100081, China · Beijing Key Laboratory of Fractional Signals and Systems, Beijing Institute of Technology, Beijing 100081, China +3

  39. DMSC: Dynamic Multi-Scale Coordination Framework for Time Series Forecasting

    Aug 3, 2025Haonan Yang, Jianchao Tang, Zhuo Li +1Multi-Scale ConvolutionMultiscale

    National University of Defense Technology, Changsha, Hunan, China