Methods › Computer Vision › Convolutional Neural Networks › ResNeXt
ResNeXt
Introduced by Saining Xie et al. in Aggregated Residual Transformations for Deep Neural Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A ResNeXt repeats a building block that aggregates a set of transformations with the same topology. Compared to a ResNet, it exposes a new dimension, cardinality (the size of the set of transformations) C, as an essential factor in addition to the dimensions of depth and width.
Formally, a set of aggregated transformations can be represented as: ℱ(x)=∑ᵢ₌₁^C𝒯ᵢ(x), where 𝒯ᵢ(x) can be an arbitrary function. Analogous to a simple neuron, 𝒯ᵢ should project x into an (optionally low-dimensional) embedding and then transform it.
Papers archive 2025-07-28
30 shown of 132, 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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Automated MRI Tumor Segmentation using hybrid U-Net with Transformer and Efficient Attention 18 Jun 2025 · 0 repositories · arXiv:2506.15562
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Segmenting Bi-Atrial Structures Using ResNext Based Framework 28 Feb 2025 · 0 repositories · arXiv:2503.02892
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Collaborative Optimization in Financial Data Mining Through Deep Learning and ResNeXt 23 Dec 2024 · 0 repositories · arXiv:2412.17314
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Pairwise Discernment of AffectNet Expressions with ArcFace 1 Dec 2024 · 0 repositories · arXiv:2412.01860
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Recognition of Harmful Phytoplankton from Microscopic Images using Deep Learning 19 Sep 2024 · 0 repositories · arXiv:2409.12900
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RoBERTa, ResNeXt and BiLSTM with self-attention: The ultimate trio for customer sentiment analysis 25 Jul 2024 · 0 repositories
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PEneo: Unifying Line Extraction, Line Grouping, and Entity Linking for End-to-end Document Pair Extraction 7 Jan 2024 · 1 repository · arXiv:2401.03472
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ProtoNER: Few shot Incremental Learning for Named Entity Recognition using Prototypical Networks 3 Oct 2023 · 0 repositories · arXiv:2310.02372
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Predicting mechanical properties of Carbon Nanotube (CNT) images Using Multi-Layer Synthetic Finite Element Model Simulations 16 Jul 2023 · 0 repositories · arXiv:2307.07912
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Multi-Channel Attentive Feature Fusion for Radio Frequency Fingerprinting 19 Mar 2023 · 0 repositories · arXiv:2303.10691
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Weakly Supervised Learning with Automated Labels from Radiology Reports for Glioma Change Detection 18 Oct 2022 · 0 repositories · arXiv:2210.09698
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Delving into the Estimation Shift of Batch Normalization in a Network 21 Mar 2022 · 1 repository · arXiv:2203.10778Syntology ran 0 of 1 samples · 1 unverified
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Towards Disentangling Information Paths with Coded ResNeXt 10 Feb 2022 · 1 repository · arXiv:2202.05343
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Collision Detection: An Improved Deep Learning Approach Using SENet and ResNext 13 Jan 2022 · 0 repositories · arXiv:2201.04766
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Rethinking Dilated Convolution for Real-time Semantic Segmentation 18 Nov 2021 · 3 repositories · arXiv:2111.09957
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A cross-modal fusion network based on self-attention and residual structure for multimodal emotion recognition 3 Nov 2021 · 1 repository · arXiv:2111.02172
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SCA Net: Sparse Channel Attention Module for Action Recognition 15 Oct 2021 · 0 repositories
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Stochastic Anderson Mixing for Nonconvex Stochastic Optimization 4 Oct 2021 · 0 repositories · arXiv:2110.01543
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Efficient Action Recognition Using Confidence Distillation 5 Sep 2021 · 0 repositories · arXiv:2109.02137
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Group Fisher Pruning for Practical Network Compression 2 Aug 2021 · 2 repositories · arXiv:2108.00708
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VolNet: Estimating Human Body Part Volumes from a Single RGB Image 5 Jul 2021 · 0 repositories · arXiv:2107.02259
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Mitigating severe over-parameterization in deep convolutional neural networks through forced feature abstraction and compression with an entropy-based heuristic 27 Jun 2021 · 0 repositories · arXiv:2106.14190
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Encoder-Decoder Architectures for Clinically Relevant Coronary Artery Segmentation 21 Jun 2021 · 1 repository · arXiv:2106.11447
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CUAB: Convolutional Uncertainty Attention Block Enhanced the Chest X-ray Image Analysis 5 May 2021 · 0 repositories · arXiv:2105.01840
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Students are the Best Teacher: Exit-Ensemble Distillation with Multi-Exits 1 Apr 2021 · 1 repository · arXiv:2104.00299
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3M: Multi-style image caption generation using Multi-modality features under Multi-UPDOWN model 20 Mar 2021 · 0 repositories · arXiv:2103.11186
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Danish Fungi 2020 -- Not Just Another Image Recognition Dataset 18 Mar 2021 · 1 repository · arXiv:2103.10107
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Depth Evaluation for Metal Surface Defects by Eddy Current Testing using Deep Residual Convolutional Neural Networks 8 Mar 2021 · 0 repositories · arXiv:2104.02472
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WebFace260M: A Benchmark Unveiling the Power of Million-Scale Deep Face Recognition 6 Mar 2021 · 0 repositories · arXiv:2103.04098
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Rethinking Neural Networks With Benford's Law 5 Feb 2021 · 1 repository · arXiv:2102.03313
Tasks archive 2025-07-28
20 shown of 164 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
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