Multi-Scale Feature Fusion

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16 papers in the last four weeks, up 129% on the four weeks before. 0.2% of all new papers.

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  1. Anchor-driven Multi-modal Multi-scale Expert Selection for Survival Prediction

    Oct 6, 2026Tao Zhou, Ying Hu, Huazhu Fu +3Cancer Survival PredictionMixture of Experts

    School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China · Institute of Advanced Intelligence and Computing (IAIC), Agency for Science, Technology and Research (A*STAR), Singapore 138632 · School of Computer Science and Engineering, Southeast University, Nanjing 211189, China +2

  2. Weave Mamba Fusion: Global Cross-Scale Interaction for Lightweight Face Detection

    Oct 5, 2026Dohun Kim, Jinmyung JungEfficient Object DetectionMulti-Scale Feature Fusion

    School of Data Science, The University of Suwon, Korea

  3. CGDD-Net: Context-Guided Dynamic Detail Modeling for Retinal Vessel Segmentation

    Oct 4, 2026Xincheng Li, Xiaoqi Sheng, Xinyu ZhangRetinal Vessel SegmentationMulti-Scale Feature Fusion

    School of Computer Science, The University of Auckland, Auckland, 1010, New Zealand · School of Future Technology, South China University of Technology, Guangzhou, 510641, Guangdong, China

  4. Consensus-Aware Multi-Source Fusion for Reference-Guided Camouflaged Object Detection

    Sep 30, 2026Junyang Xia, Luocheng Zhang, Wenwen Pan +4Multi-Scale Feature FusionCamouflaged Object Detection

    School of Computer Science, Hangzhou Dianzi University, Hangzhou 310018, China

  5. Detail in Context: A Dual-Scale Machine Learning Framework for Mycosis Fungoides Detection

    Sep 29, 2026Mohamed Hazem, Tarek Waleed, Omar Khaled +8Computational PathologyMedical Diagnosis

    Faculty of Engineering, Cairo University, Giza, Egypt · Dermatology Department, Faculty of Medicine, Cairo University, Cairo, Egypt

  6. M3D-Net: Hierarchical Coordination of Spatial Context, Feature Reuse, and Differential Attention for Mammography Classification

    Sep 23, 2026Zheng Yu, Xinhang Li, Jiabao Gao +2Multi-Scale Feature FusionMedical Image Classification

    Shenzhen Loop Area Institute, Shenzhen, China · The Chinese University of Hong Kong, Shenzhen, China · Shenzhen Research Institute of Big Data, Shenzhen, China

  7. CMAMBADEPTH: Self-supervised Monocular Depth Estimation with Channel Mamba and Hybrid Attention

    Sep 21, 2026Xuezhi Xiang, Jiayao Liu, Heqi Xiang +3Monocular Depth EstimationMulti-Scale Feature Fusion

    School of Information and Communication Engineering, Harbin Engineering University, Harbin 150001, China · Key Laboratory of Advanced Marine Communication and Information Technology, Harbin 150001, China · Department of Computer Science, University of Toronto, Toronto ON M5S 2E4, Canada +1

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

    Sep 17, 2026Proloy Kumar Mondal, Md Kamran Hussin Chowdhury, Hoi Leong LeeMedical DiagnosisMulti-Scale Feature Fusion

    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

  9. HiLNO: A Hierarchical Latent Neural Operator with Multi-Scale Supervision for PDEs on General Geometries

    Sep 16, 2026Zhicheng Hu, Jiacheng Li, Min YangHierarchical Representation LearningMulti-Scale Feature Fusion

    School of Mathematics, Nanjing University of Aeronautics and Astronautics, Nanjing, 211106, China · Key Laboratory of Mathematical Modelling and High Performance Computing of Air Vehicles (NUAA), MIIT, Nanjing, 211106, China · School of Mathematics and Information Sciences, Yantai University, Yantai, China

  10. GraLoD: Graphics-Inspired Continuous Level-of-Detail Learning for Image Restoration

    Sep 15, 2026Hu Gao, Lizhuang Ma, Yulong ChenMulti-Scale Feature FusionAll-in-One Image Restoration

    Department of Computer Science Shanghai Jiao Tong University Shanghai, China · Department of Architecture and Design Harbin Institute of Technology Heilongjiang, China

  11. ESAFusion: LiDAR--4-D Radar Fusion via Local Geometric Complementation and Multiscale Adaptive Interaction for 3-D Object Detection

    Sep 13, 2026Gang Ma, Senjie Hu, Junjie Liu +2Multi-Scale Feature Fusion3D Object Detection

    School of Future Technology, Shanghai University, Shanghai 200444, China

  12. A Dynamic Fusion Large Language Model for Traffic Flow Prediction

    Sep 11, 2026Xue Qiu, Jianli XiaoIntelligent Transportation SystemsTraffic Flow Estimation

    School of Optical-Electrical and Computer Engineering, University of Shanghai for Science and Technology, Shanghai, China

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

    Sep 11, 2026Xu Fang, Zhuoran Wang, Qing Li +4Vision TransformerMulti-Scale Feature Fusion

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

  14. SCINTILLA-SNN: A Spiking Multi-Scale Selective Aggregation Network for Perineural Invasion Prediction

    Sep 11, 2026Youngung Han, Yului Jeong, Kyeonghun Kim +11Multi-Scale Feature FusionSpiking Neural Networks

    Seoul National University, Seoul, Republic of Korea · OUTTA, Seoul, Republic of Korea · Kyung Hee University, Seoul, Republic of Korea +2

  15. ScopeMamba-YOLO: Widening the Perceptual Scope Inward and Outward for Small Object Detection in Remote Sensing Imagery

    Sep 9, 2026Junjie Fan, Yijun Mai, Linduo Wei +5Remote Sensing Image UnderstandingRemote Sensing Small Object Detection

    School of Intellectual Property, Nanjing University of Science and Technology, Nanjing 210094, China · School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China · School of Economics and Management, Nanjing University of Science and Technology, Nanjing 210094, China

  16. CLFTv2: Efficient Camera-LiDAR Fusion for Semantic Segmentation via Hierarchical Feature Pyramids

    Sep 9, 2026Toomas Tahves, Mauro Bellone, Raivo SellCamera-LiDAR FusionAutonomous Driving Perception

    Department of Mechanical and Industrial Engineering, Tallinn University of Technology, Tallinn, Estonia · FinEst Centre for Smart Cities, Tallinn University of Technology, Tallinn, Estonia · Universitas Mercatorum, Rome, Italy

  17. MARS-CLIP: Multi-Resolution and Attention Refined Zero-Shot Image Segmentation

    Sep 8, 2026Nagito Saito, Shintaro Ito, Koichi Ito +1Multi-Scale Feature FusionBoundary-Aware Segmentation

    Graduate School of Information Sciences, Tohoku University, Japan.

  18. PICANet: Physics-Informed Cascaded Asymmetric Network for Infrared Small Target Detection

    Sep 7, 2026Jingjing Liu, Yinchao Han, Xianchao Xiu +2Infrared Small Target DetectionMulti-Scale Feature Fusion

    Shanghai Key Laboratory of Automobile Intelligent Network Interaction Chip and System, School of Microelectronics, Shanghai University, Shanghai 200444, China · School of Mechatronic Engineering and Automation, Shanghai University, Shanghai 200444, China · School of Intelligent Systems Engineering, Sun Yat-sen University, Guangzhou 510275, China

  19. KSG-Net: Key-Sparse and Global-Context Learning for Maritime 3D Ship Detection

    Sep 2, 2026Zhouyuan Huai, Meiqi Wan, Yan Yang +4Lidar-Based 3D Object DetectionMulti-Scale Feature Fusion

    School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan 430065, China · State Key Laboratory of Robotics and Intelligent Systems, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China · China University of Chinese Academy of Sciences, Beijing 100049, China +1

  20. IT-TextFusion: Iterative Text-Image Interaction with Text-Guided Residual Refinement for Degradation-Aware Image Fusion

    Sep 1, 2026Siyang Liu, Peiyi Zhou, Tianle Jin +3Multi-Source Image FusionInfrared-Visible Image Fusion

    Chair of Robotics, Artificial Intelligence and Real-time Systems, Technical University of Munich, Munich, Germany · School of Automation, Southeast University, Nanjing, China

  21. SPLG-Mamba: Structure-Preserving Local-Global Mamba Network for Salient Object Detection in Optical Remote Sensing Images

    Aug 30, 2026Yi Xu, Ruichao Hou, Tongwei Ren +1MambaSalient Object Detection

    State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, 210008, Jiangsu, China · School of Elite Biomedical Engineers and the Institute for Interdisciplinary Intelligent Pharmacy, China Pharmaceutical University, Nanjing 211198, China

  22. DCA-MoE: Spatially Adaptive Cross-Layer Fusion and Density-Routed Experts for Crowd Counting

    Aug 15, 2026Hao WangCrowd CountingMulti-Scale Feature Fusion

    BDNRC

  23. EGM-Det: Entropy-Guided Multimodal Adaptive Fusion for UAV RGB-IR Object Detection

    Aug 12, 2026Cunzheng Fan, Dawei Yan, Guanlin Wang +4Infrared Object DetectionMulti-Scale Feature Fusion

    School of Cybersecurity, Northwestern Polytechnical University, Xi’an 710072, China · School of Automation and Software Engineering, Shanxi University, Taiyuan 030006, China

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

    Aug 10, 2026Yanxi Ding, Tingyue JiaMulti-Scale Feature FusionConvolutional Neural Networks

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

  25. A Multi-Scale Temporal Framework with Dynamic Fusion for EEG-Based Emotion Recognition

    Aug 10, 2026Stefanos Gkikas, Yang Guo, Guangliang Li +3Multi-Scale Feature FusionEEG Emotion Recognition

    Honda Research Institute Japan Wako City, Japan · Faculty of Information Science and Engineering Ocean University of China Qingdao, China · BioSIS (Biosensing & Intelligent Systems) Lab Centre for Intelligent Computing and Systems University of Canberra Canberra, Australia +1

  26. Topology-Aware Global-Local Mamba Networks for Palm Vein Biometrics

    Aug 9, 2026Zhengxi Wu, Felix Marattukalam, Waleed H. AbdullaBiometric IdentificationMulti-Scale Feature Fusion

    University of Auckland, New Zealand

  27. CDGC-Net: 3D Medical Image Segmentation with Cooperative Dual-Scale Self-Attention and Grouped Channel Modeling

    Aug 9, 2026Zheyang Jing, Qin Lu, Jianwang Li +3Self-AttentionMulti-Scale Feature Fusion

    Nanchang Hangkong University, Nanchang, China

  28. PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection

    Aug 8, 2026Kutub Uddin, Nusrat Tasnim, Khalid MalikVision TransformerMulti-Scale Feature Fusion

    College of Innovation & Technology, University of Michigan-Flint, Michigan, US · School of Electronics and Information Engineering, Korea Aerospace University, Goyang, South Korea

  29. URNet: A Unified Reparameterized Network for Efficient RGB-D Semantic Segmentation

    Aug 6, 2026Guoan Xu, Zhengxue Wang, Yang Xiao +3Multi-Scale Feature FusionMultimodal Fusion

    University of Technology Sydney Sydney, New South Wales, Australia · Nanjing University of Science and Technology Nanjing, China · Honor Device Co., Ltd. Beijing, China +1

  30. DRPFNet: Dual-domain Residual Progressive Fusion Network for RGB-Thermal Object Detection

    Aug 4, 2026Zian Wang, Changchun LiMultispectral Object DetectionInfrared Object Detection

    College of Computer Science and Technology, Jilin University, China

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

    Jul 30, 2026Jianjun Chen, Linlin Wang, Lifang Chang +4Channel AttentionMulti-Scale Feature Fusion

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

  32. LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging

    Jul 28, 2026Chongjian Wang, Zhenghang Hou, Junjie Gao +3Cross-Subject EEG DecodingElectroencephalography

    School of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, 266590, Shandong, China · School of Artificial Intelligence, Shandong Women’s University, Jinan, 250352, Shandong, China · School of Computer Science and Engineering, South China University of Technology, Guangzhou, 510641, Guangdong, China

  33. MAViE: A Multi-scale Adaptive Vision Encoder for Fine-grained Visual Perception and Efficient Multimodal Reasoning

    Jul 27, 2026Shaofei LeiEfficient VLM InferenceMulti-Scale Feature Fusion

  34. CrossSpine: Multi-scale Cross-sequence Attention with Anatomical Priors for Automated Pfirrmann Grading

    Jul 22, 2026Hai Son Nguyen, Duong Ngoc Vu, Trong-Nghia Nguyen +5Cross-AttentionMedical Image Analysis

    Business AI Lab, College of Technology, National Economics University, Vietnam · Medical Imaging & Radiological Technology Department, Faculty of Medical Technology, Phenikaa School of Medicine & Pharmacy, Phenikaa University, Vietnam · Radiology & Functional Exploration Center, Phenikaa University Hospital, Vietnam +2

  35. Point Ladder Tuning: Parameter-Efficient Hierarchical Adaptation for 3D Point Cloud Understanding

    Jul 21, 2026Junlin Chang, Longhao Zou, Rui Li3D Point Cloud SegmentationPoint Cloud Classification

    Beihang University, Beijing · Pengcheng Laboratory, Shenzhen

  36. HyBDM: Multi-Scale Hybrid Experts for Time Series Forecasting with Bidirectional Dependency Modeling

    Jul 18, 2026Wenqiang Ma, Chen Cheng, Xue Cheng +1Multivariate Time Series ForecastingMulti-Scale Feature Fusion

    Soul of Harlequin Lab

  37. DPNeXt: A Lightweight Multi-Scale Feature Fusion Framework for Efficient ViT-Based Multi-Task Dense Prediction

    Jul 17, 2026Jehun Kang, Jungha Wang, Youngjun Hwang +1Multi-Task LearningMulti-Scale Feature Fusion

    School of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea

  38. A multi-scale feature enhanced graph neural network for fluid dynamics prediction in complex geometries

    Jul 13, 2026Li Xiao, Tianyu Li, Yiye Zou +2Graph Neural NetworksPDE Surrogate Modeling

  39. Difference-Driven Gating: Adaptive Feature Fusion for U-Net Decoder

    Jul 13, 2026Kai Li, Xuechao Zou, Jiashen Fu +3U-NetMulti-Scale Feature Fusion

    Chinese Institute for Brain Research (CIBR), Beijing, China. · Department of Computer Science and Technology, Tsinghua University, Beijing, China.

  40. LoSA-Net: A Localized and Scale-Adaptive Network for Boundary-Sensitive Prediction of Perineural Invasion in 3D MRI

    Jul 13, 2026Youngung Han, Hyunsu Go, Kyeonghun Kim +9Self-AttentionMulti-Scale Feature Fusion

    Seoul National University, Seoul, Republic of Korea · OUTTA, Seoul, Republic of Korea · Chung-Ang University, Seoul, Republic of Korea +3

  41. MMA-Former: Multi-Window Mixture-of-Head Attention Transformer for Adaptive PNI Prediction in 3D MRI

    Jul 13, 2026Youngung Han, Induk Um, Kyeonghun Kim +93D ViTs3D Medical Imaging

    Seoul National University, Seoul, Republic of Korea · Chung-Ang University, Seoul, Republic of Korea · OUTTA, Seoul, Republic of Korea +3

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

    Jul 12, 2026HaoChong Fu, Jian XuMultivariate Time Series ForecastingMulti-Scale Feature Fusion

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

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

    Jul 11, 2026Sachin Ranjan, Hoon KimImage SegmentationVision Transformer

    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

  44. Multi-Resolution Feature Stem for Diabetic Retinopathy lesion segmentation

    Jul 9, 2026Indranil Dutta, Taehee JeongU-NetMulti-Scale Feature Fusion

    San Jose State University

  45. LDFE: Laplacian Decoupled Feature Enhancement Block for Dual-Stream CNN-based RGB-IR Object Detection

    Jul 9, 2026Wenhao Dong, Xiaoyan Luo, Linlin Yang +4Multispectral Object DetectionInfrared Object Detection

    Beihang University, Beijing, 102206, China · State Key Laboratory of High-Efficiency Reusable Aerospace Transportation Technology, The School of Astronautics, Beihang University, Beijing, 102206, China · The National Key Laboratory of Integrated Air-Ground Navigation Technologies, The School of Astronautics, Beihang University, Beijing, 102206, China +7

  46. MSA-DCNN: A Data-Efficient Multi-Scale Deformable CNN for Medical Image Classification

    Jul 7, 2026Hamza Hussaini, Shahana Bano, Eyad Elyan +1Multi-Scale Feature FusionMedical Image Classification

    Robert Gordon University, School of Computing, Engineering and Technology, Aberdeen, Scotland, UK

  47. FSDC-DETR: A Frequency-Spatial Domain Collaborative DETR for Small Object Detection

    Jul 6, 2026Aiwen Liu, Chengguang Zhu, Gang Wang +5Small Object DetectionDetection Transformer

    Micro-Intelligence, Shanghai 201100, China · East China Normal University, Shanghai 200241, China · Chongqing Normal University, Chongqing 401331, China +1

  48. Fully Rotation-Equivariant Spectral-Spatial Learning for Multispectral Object Detection

    Jul 6, 2026Peng Zhang, Tingfa Xu, Shuaihao Han +1Multispectral Object DetectionEquivariant Neural Networks

    Beijing Institute of Technology, Beijing, China

  49. FRFDet: Efficient UAV Small Object Detection with Symmetric Sampling and Scalable Fusion

    Jul 5, 2026Yunzhong Si, Huiying Xu, Xinzhong Zhu +4Remote Sensing Small Object DetectionSmall Object Detection

    College of Computer Science and Technology, Zhejiang Normal University, Jinhua, China · Hangzhou School of Automation, Zhejiang Normal University, Hangzhou, China · Beijing Geekplus Technology Co., Ltd, Beijing, China

  50. Enhanced Feature Extraction for IoT Network Intrusion Detection Using GNNs and KAN

    Jul 3, 2026Long Zhao, Shixun Ji, Bin Cheng +1Graph Neural NetworksIoT Intrusion Detection

    Department of Control Science & Engineering, Tongji University, Shanghai 201804, China · National Key Laboratory of Autonomous Intelligent Unmanned Systems, Shanghai 201203, China

  51. HistoSeg++: Delving deeper with attention and multiscale feature fusion for biomarker segmentation

    Jul 2, 2026Saad Wazir, Rao Faizan, Daeyoung KimU-NetMulti-Scale Feature Fusion

    School of Computing, KAIST Daejeon, Republic of Korea · Kyung Hee University (Global Campus) Yongin-si, Republic of Korea

  52. Towards Robust Driving Perception: A Flexible Scale-Driven Family for Self-Supervised Monocular Depth Estimation

    Jul 1, 2026Zhaowen Zhu, Li Zhang, Yujie Chen +3Depth EstimationMonocular Depth Estimation

    Hefei University of Technology, Hefei, China · Chengpin Home Tech, Nanjing, China · Differential Robotics, Hangzhou, China +1

  53. Enhancing Oracle Bone Inscription Recognition via Multi-Scale Layer Attention

    Jun 30, 2026Chaowen Yan, Kaishen Wang, Yong Wang +2Multi-Scale Feature FusionAttention Mechanisms

    aAcademy of Chinese Traditional Culture, Sichuan Normal University, Chengdu, China · bCollege of Computer Science, Sichuan University, Chengdu, China · cSchool of Artificial Intelligence, Sichuan University, Chengdu, China

  54. MLFFM-SegDiff: A Multi-Level Feature Fusion Diffusion Model for Skin Lesion Segmentation

    Jun 25, 2026Jingjun Gu, Chaojie Shen, Yifeng Cao +3Multi-Scale Feature FusionMedical Image Segmentation

    Keyi College of Zhejiang Sci-Tech University, Shaoxing, China · Zhejiang Lanchen Digital Intelligence Technology Co., Ltd., Hangzhou, China · School of Software Technology, Zhejiang University, Hangzhou, China +2

  55. DCSNet: Multiscale Feature Aggregation for Small Medical Object Segmentation with Detection-guided Hierarchical Cropping

    Jun 24, 2026Shanfeng Zhang, Bo Gou, Yue Cao +3Image SegmentationMulti-Scale Feature Fusion

    College of Computer Science, Sichuan University, 610065, Chengdu, China · The First Affiliated Hospital of Chengdu Medical College, School of Clinical Medicine, Chengdu Medical College, 610065, Chengdu, China · School of Artificial Intelligence, Sichuan University, 610065, Chengdu, China

  56. LinStereo: Linear-Complexity Global Attention for Multi-Scale Iterative Stereo Matching

    Jun 24, 2026Yiran Wang, Oliver Turner, Viorela IlaMulti-Scale Feature FusionStereo Matching

    Australian Centre for Robotics (ACFR), School of Aerospace, Mechanical and Mechatronic Engineering (AMME), Faculty of Engineering, The University of Sydney, Sydney, NSW, Australia

  57. UECP: Uncertainty-Enhanced Collaborative Perception

    Jun 22, 2026Kang Yang, Tianci Bu, Peng Wang +3Uncertainty QuantificationAutonomous Driving Perception

    Renmin University of China, Beijing, China · College of Systems Engineering, National University of Defense Technology, Changsha, China · Intelligent Shipping Center, China Waterborne Transport Research Institute, Beijing, China

  58. Boosting Neural Video Codec via Scale-Driven Online Flow Refinement

    Jun 22, 2026Tiange Zhang, Rongqun Lin, Haocheng Tang +4Optical FlowMulti-Scale Feature Fusion

    1Peking University Shenzhen Graduate School · 2Pengcheng Laboratory · School of Computer Science, Peking University +2

  59. U2^2Mamba: A Two-level Nested U-structure Mamba for Salient Object Detection

    Jun 18, 2026Junhui Li, Jialu Li, Youshan ZhangMambaU-Net

    School of Electronics and Information Engineering, University of Science and Technology Liaoning, China · School of Artificial Intelligence, Chuzhou University, Anhui, China · MS in Artificial Intelligence, Yeshiva University, New York, USA

  60. Progressive Knowledge-Guided Large Language Model Framework for Bearing Fault Diagnosis

    Jun 15, 2026Jinghan Wang, Gaoliang Peng, Yanjun Chen +3Multi-Scale Feature FusionPhysics-Informed ML

    Harbin Institute of Technology, China · Eastern Institute of Technology, China