Methods › General › Skip Connection Blocks › DPN Block
DPN Block
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Dual Path Network block is an image model block used in convolutional neural network. The idea of this module is to enable sharing of common features while maintaining the flexibility to explore new features through dual path architectures. In this sense it combines the benefits of ResNets and DenseNets. It was proposed as part of the DPN CNN architecture.
We formulate such a dual path architecture as follows:
xᵏ = ∑ₜ₌₁ᵏ⁻¹ fₜᵏ(hᵗ) ,
yᵏ = ∑ₜ₌₁ᵏ⁻¹ vₜ(hᵗ) = yᵏ⁻¹ + ϕᵏ⁻¹(yᵏ⁻¹) ,
rᵏ = xᵏ + yᵏ ,
hᵏ = gᵏ ( rᵏ ) ,
where xᵏ and yᵏ denote the extracted information at k-th step from individual path, vₜ(·) is a feature learning function as fₜᵏ(·). The first equation refers to the densely connected path that enables exploring new features. The second equation refers to the residual path that enables common features re-usage. The third equation defines the dual path that integrates them and feeds them to the last transformation function in the last equation.
Papers archive 2025-07-28
19 shown of 19, 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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DPN-GAN: Inducing Periodic Activations in Generative Adversarial Networks for High-Fidelity Audio Synthesis 14 May 2025 · 0 repositories · arXiv:2505.09091
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Dynamic Pyramid Network for Efficient Multimodal Large Language Model 26 Mar 2025 · 0 repositories · arXiv:2503.20322
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rECGnition_v2.0: Self-Attentive Canonical Fusion of ECG and Patient Data using deep learning for effective Cardiac Diagnostics 22 Feb 2025 · 0 repositories · arXiv:2502.16255
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Deep Pattern Network for Click-Through Rate Prediction 17 Apr 2024 · 0 repositories · arXiv:2404.11456
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Generalized Category Discovery with Decoupled Prototypical Network 28 Nov 2022 · 2 repositories · arXiv:2211.15115
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Breaking the Curse of Dimensionality in Multiagent State Space: A Unified Agent Permutation Framework 10 Mar 2022 · 0 repositories · arXiv:2203.05285
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MAg: a simple learning-based patient-level aggregation method for detecting microsatellite instability from whole-slide images 13 Jan 2022 · 1 repository · arXiv:2201.04769
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Signal Processing Based Deep Learning for Blind Symbol Decoding and Modulation Classification 19 Jun 2021 · 1 repository · arXiv:2106.10543
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DPN-SENet:A self-attention mechanism neural network for detection and diagnosis of COVID-19 from chest x-ray images 20 May 2021 · 1 repository · arXiv:2105.09683
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RL-CSDia: Representation Learning of Computer Science Diagrams 10 Mar 2021 · 0 repositories · arXiv:2103.05900
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Towards Maximizing the Representation Gap between In-Domain & Out-of-Distribution Examples 20 Oct 2020 · 1 repository · arXiv:2010.10474
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DPN: Detail-Preserving Network with High Resolution Representation for Efficient Segmentation of Retinal Vessels 25 Sep 2020 · 2 repositories · arXiv:2009.12053
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Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans 10 Sep 2020 · 1 repository · arXiv:2009.06412
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Shape Detection In 2D Ultrasound Images 22 Nov 2019 · 0 repositories · arXiv:1911.09863
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Graph-Based Global Reasoning Networks 30 Nov 2018 · 9 repositories · arXiv:1811.12814Syntology ran 8 of 15 samples · 7 unverified · 4 pointer-only (licence)
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Multi-function Convolutional Neural Networks for Improving Image Classification Performance 30 May 2018 · 0 repositories · arXiv:1805.11788
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DeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification 25 Jan 2018 · 2 repositories · arXiv:1801.09555
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An Analysis of Scale Invariance in Object Detection - SNIP 22 Nov 2017 · 0 repositories · arXiv:1711.08189
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Dual Path Networks 6 Jul 2017 · 18 repositories · arXiv:1707.01629Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
Tasks archive 2025-07-28
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Usage over time archive 2025-07-28
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Categories archive 2025-07-28
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