Description
Res2Net is an image model that employs a variation on bottleneck residual blocks. The motivation is to be able to represent features at multiple scales. This is achieved through a novel building block for CNNs that constructs hierarchical residual-like connections within one single residual block. This represents multi-scale features at a granular level and increases the range of receptive fields for each network layer.
Papers Using This Method
Nes2Net: A Lightweight Nested Architecture for Foundation Model Driven Speech Anti-spoofing2025-04-08ERes2NetV2: Boosting Short-Duration Speaker Verification Performance with Computational Efficiency2024-06-04Speech enhancement deep-learning architecture for efficient edge processing2024-05-27Enhancing Retinal Vascular Structure Segmentation in Images With a Novel Design Two-Path Interactive Fusion Module Model2024-03-03NeXt-TDNN: Modernizing Multi-Scale Temporal Convolution Backbone for Speaker Verification2023-12-14Improving Short Utterance Anti-Spoofing with AASIST22023-09-15A region and category confidence-based multi-task network for carotid ultrasound image segmentation and classification2023-07-02Multi-perspective Information Fusion Res2Net with RandomSpecmix for Fake Speech Detection2023-06-27An Enhanced Res2Net with Local and Global Feature Fusion for Speaker Verification2023-05-22Breaking Through the Haze: An Advanced Non-Homogeneous Dehazing Method based on Fast Fourier Convolution and ConvNeXt2023-05-08Cross-modal information fusion for voice spoofing detection2023-02-01Synthetic Voice Detection and Audio Splicing Detection using SE-Res2Net-Conformer Architecture2022-10-07Breast Cancer Classification Based on Histopathological Images Using a Deep Learning Capsule Network2022-08-01Frequency and Multi-Scale Selective Kernel Attention for Speaker Verification2022-04-03MFSNet: A Multi Focus Segmentation Network for Skin Lesion Segmentation2022-03-27Phase-Aware Spoof Speech Detection Based on Res2Net with Phase Network2022-03-21Pushing the limits of raw waveform speaker recognition2022-03-16Channel-wise Gated Res2Net: Towards Robust Detection of Synthetic Speech Attacks2021-07-19DW-GAN: A Discrete Wavelet Transform GAN for NonHomogeneous Dehazing2021-04-18Partially-Connected Differentiable Architecture Search for Deepfake and Spoofing Detection2021-04-07