Description
A Bottleneck Residual Block is a variant of the residual block that utilises 1x1 convolutions to create a bottleneck. The use of a bottleneck reduces the number of parameters and matrix multiplications. The idea is to make residual blocks as thin as possible to increase depth and have less parameters. They were introduced as part of the ResNet architecture, and are used as part of deeper ResNets such as ResNet-50 and ResNet-101.
Papers Using This Method
Deep Distance Map Regression Network with Shape-aware Loss for Imbalanced Medical Image Segmentation2025-01-15Scale Invariance of Graph Neural Networks2024-11-28ScaleNet: Scale Invariance Learning in Directed Graphs2024-11-13LR-Net: A Lightweight and Robust Network for Infrared Small Target Detection2024-08-05SERNet-Former: Semantic Segmentation by Efficient Residual Network with Attention-Boosting Gates and Attention-Fusion Networks2024-01-28ParaTransCNN: Parallelized TransCNN Encoder for Medical Image Segmentation2024-01-27Attention-based Efficient Classification for 3D MRI Image of Alzheimer's Disease2024-01-25A Training Rate and Survival Heuristic for Inference and Robustness Evaluation (TRASHFIRE)2024-01-24Detecting and recognizing characters in Greek papyri with YOLOv8, DeiT and SimCLR2024-01-23Image-based human re-identification: Which covariates are actually (the most) important?2024-01-20Cross-modality Guidance-aided Multi-modal Learning with Dual Attention for MRI Brain Tumor Grading2024-01-17Hybrid of DiffStride and Spectral Pooling in Convolutional Neural Networks2024-01-17Residual Alignment: Uncovering the Mechanisms of Residual Networks2024-01-17BanglaNet: Bangla Handwritten Character Recognition using Ensembling of Convolutional Neural Network2024-01-16Harnessing Machine Learning for Discerning AI-Generated Synthetic Images2024-01-14NODI: Out-Of-Distribution Detection with Noise from Diffusion2024-01-13Triamese-ViT: A 3D-Aware Method for Robust Brain Age Estimation from MRIs2024-01-13Always-Sparse Training by Growing Connections with Guided Stochastic Exploration2024-01-12Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing2024-01-11Adaptive-avg-pooling based Attention Vision Transformer for Face Anti-spoofing2024-01-10