Convolutional Neural Networks

A Multi-Scale Inception-UNet with Structure-Aware Evaluation for Branch-Preserving Segmentation of Organoids MIDL 2026 BDNet:Bio-Inspired Dual-Backbone Small Object Detection Network CVPR 2026 Convolutional Neural Networks Driven by Content Similarity CVPR 2026 EagleConv: Bio-inspired Dual-Foveated Convolution for Robust Small Object Detection UAI 2026 Expert Branches: Module Diversity for Stronger Feature Learning in Laparoscopic Segmentation MIDL 2026 FoV-Net: Rotation-Invariant CAD B-rep Learning via Field-of-View Ray Casting CVPR 2026 GraphULM: A Multi-Resolution CNN and GCN Framework for Ultrasound Localization Microscopy MIDL 2026 Learning Coordinate-based Convolutional Kernels for Continuous SE(3) Equivariant and Efficient Point Cloud Analysis CVPR 2026 LitePT: Lighter Yet Stronger Point Transformer CVPR 2026 MGMT Promoter Methylation Prediction in Glioblastoma Using 3D CNNs with Advanced MRI Sequences MIDL 2026 Multi-site Benchmarking of Deep Learning Models for Intraparenchymal Hemorrhage Segmentation on NCCT MIDL 2026 Non-invasive estimation of haemodynamic parameters in pulmonary hypertension — A deep learning approach integrating all B-mode cine loops in an echocardiographic exam MIDL 2026 Optical Diffraction-based Convolution for Semiconductor Lithography CVPR 2026 Optimal Approximation and Generalization Errors for Deep Convolutional Neural Networks JMLR 2026 Provable Learning of Random Hierarchy Models and Hierarchical Shallow-to-Deep Chaining COLT 2026 Quantum-Inspired Orthonormal CNN for Energy-Efficient Medical Image Denoising MIDL 2026 Reviving ConvNeXt for Efficient Convolutional Diffusion Models CVPR 2026 Rotation Invariant and Symmetry Aware Pixel Difference Network for Remote Sensing Object Detection CVPR 2026 SGDC: Structurally-Guided Dynamic Convolution for Medical Image Segmentation MIDL 2026 TTT-UNet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation MIDL 2026 Unified Spherical Frontend: Learning Rotation-Equivariant Representations of Spherical Images from Any Camera CVPR 2026 Alignment of CNN and Human Judgments of Geometric and Topological Concepts AAAI 2025 Analysis of ABC Frontend Audio Systems for the NIST-SRE24 Interspeech 2025 A Novel Deep Learning Framework for Efficient Multichannel Acoustic Feedback Control Interspeech 2025 A Two-Stage Hierarchical Deep Filtering Framework for Real-Time Speech Enhancement Interspeech 2025