Methods › Computer Vision › Image Model Blocks › Bottleneck Residual Block
Bottleneck Residual Block
Introduced by Kaiming He et al. in Deep Residual Learning for Image Recognition
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
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 archive 2025-07-28
30 shown of 2,049, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Deep Distance Map Regression Network with Shape-aware Loss for Imbalanced Medical Image Segmentation 15 Jan 2025 · 0 repositories · arXiv:2501.09116
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Scale Invariance of Graph Neural Networks 28 Nov 2024 · 1 repository · arXiv:2411.19392
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ScaleNet: Scale Invariance Learning in Directed Graphs 13 Nov 2024 · 1 repository · arXiv:2411.08758
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LR-Net: A Lightweight and Robust Network for Infrared Small Target Detection 5 Aug 2024 · 0 repositories · arXiv:2408.02780
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SERNet-Former: Semantic Segmentation by Efficient Residual Network with Attention-Boosting Gates and Attention-Fusion Networks 28 Jan 2024 · 2 repositories · arXiv:2401.15741
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ParaTransCNN: Parallelized TransCNN Encoder for Medical Image Segmentation 27 Jan 2024 · 1 repository · arXiv:2401.15307
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Attention-based Efficient Classification for 3D MRI Image of Alzheimer's Disease 25 Jan 2024 · 0 repositories · arXiv:2401.14130
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A Training Rate and Survival Heuristic for Inference and Robustness Evaluation (TRASHFIRE) 24 Jan 2024 · 1 repository · arXiv:2401.13751
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Detecting and recognizing characters in Greek papyri with YOLOv8, DeiT and SimCLR 23 Jan 2024 · 0 repositories · arXiv:2401.12513
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Image-based human re-identification: Which covariates are actually (the most) important? 20 Jan 2024 · 1 repository
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Cross-modality Guidance-aided Multi-modal Learning with Dual Attention for MRI Brain Tumor Grading 17 Jan 2024 · 0 repositories · arXiv:2401.09029
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Hybrid of DiffStride and Spectral Pooling in Convolutional Neural Networks 17 Jan 2024 · 0 repositories · arXiv:2401.09008
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Residual Alignment: Uncovering the Mechanisms of Residual Networks 17 Jan 2024 · 0 repositories · arXiv:2401.09018
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BanglaNet: Bangla Handwritten Character Recognition using Ensembling of Convolutional Neural Network 16 Jan 2024 · 0 repositories · arXiv:2401.08035
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Harnessing Machine Learning for Discerning AI-Generated Synthetic Images 14 Jan 2024 · 0 repositories · arXiv:2401.07358
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NODI: Out-Of-Distribution Detection with Noise from Diffusion 13 Jan 2024 · 0 repositories · arXiv:2401.08689
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Triamese-ViT: A 3D-Aware Method for Robust Brain Age Estimation from MRIs 13 Jan 2024 · 0 repositories · arXiv:2401.09475
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Always-Sparse Training by Growing Connections with Guided Stochastic Exploration 12 Jan 2024 · 1 repository · arXiv:2401.06898
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Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing 11 Jan 2024 · 0 repositories · arXiv:2401.05730
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Adaptive-avg-pooling based Attention Vision Transformer for Face Anti-spoofing 10 Jan 2024 · 0 repositories · arXiv:2401.04953
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Automated Detection of Myopic Maculopathy in MMAC 2023: Achievements in Classification, Segmentation, and Spherical Equivalent Prediction 8 Jan 2024 · 1 repository · arXiv:2401.03615
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A Cost-Efficient FPGA Implementation of Tiny Transformer Model using Neural ODE 5 Jan 2024 · 0 repositories · arXiv:2401.02721
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GPS-SSL: Guided Positive Sampling to Inject Prior Into Self-Supervised Learning 3 Jan 2024 · 1 repository · arXiv:2401.01990
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Block Pruning for Enhanced Efficiency in Convolutional Neural Networks 28 Dec 2023 · 0 repositories · arXiv:2312.16904
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Efficient Physics-Based Learned Reconstruction Methods for Real-Time 3D Near-Field MIMO Radar Imaging 28 Dec 2023 · 1 repository · arXiv:2312.16959
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CR-SAM: Curvature Regularized Sharpness-Aware Minimization 21 Dec 2023 · 1 repository · arXiv:2312.13555Syntology ran 7 of 11 samples · 4 unverified · 11 pointer-only (licence)
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SPDGAN: A Generative Adversarial Network based on SPD Manifold Learning for Automatic Image Colorization 21 Dec 2023 · 0 repositories · arXiv:2312.13506
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Unlocking Deep Learning: A BP-Free Approach for Parallel Block-Wise Training of Neural Networks 20 Dec 2023 · 1 repository · arXiv:2312.13311
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Voxceleb-ESP: preliminary experiments detecting Spanish celebrities from their voices 20 Dec 2023 · 0 repositories · arXiv:2401.09441
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Large Language Models Play StarCraft II: Benchmarks and A Chain of Summarization Approach 19 Dec 2023 · 1 repository · arXiv:2312.11865Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 765 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Image Classification | 338 |
| image-classification | 249 |
| Semantic Segmentation | 190 |
| Object Detection | 181 |
| General Classification | 175 |
| object-detection | 149 |
| Classification | 135 |
| Transfer Learning | 126 |
| Self-Supervised Learning | 124 |
| Representation Learning | 116 |
| Contrastive Learning | 114 |
| Segmentation | 109 |
| Data Augmentation | 97 |
| Object | 76 |
| Deep Learning | 67 |
| Instance Segmentation | 66 |
| Quantization | 56 |
| GPU | 52 |
| Action Recognition | 46 |
| Neural Architecture Search | 46 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections