Methods › General › Skip Connections › Concatenated Skip Connection
Concatenated Skip Connection
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Concatenated Skip Connection is a type of skip connection that seeks to reuse features by concatenating them to new layers, allowing more information to be retained from previous layers of the network. This contrasts with say, residual connections, where element-wise summation is used instead to incorporate information from previous layers. This type of skip connection is prominently used in DenseNets (and also Inception networks), which the Figure to the right illustrates.
Papers archive 2025-07-28
30 shown of 3,337, 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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PoseGRAF: Geometric-Reinforced Adaptive Fusion for Monocular 3D Human Pose Estimation 17 Jun 2025 · 1 repository · arXiv:2506.14596
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Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation 12 Jun 2025 · 0 repositories · arXiv:2506.10858
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Deep Learning-Based Digitization of Overlapping ECG Images with Open-Source Python Code 12 Jun 2025 · 0 repositories · arXiv:2506.10617
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Prompt-Guided Latent Diffusion with Predictive Class Conditioning for 3D Prostate MRI Generation 11 Jun 2025 · 0 repositories · arXiv:2506.10230
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MD-ViSCo: A Unified Model for Multi-Directional Vital Sign Waveform Conversion 10 Jun 2025 · 1 repository · arXiv:2506.08357
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A Machine Learning Approach to Generate Residual Stress Distributions using Sparse Characterization Data in Friction-Stir Processed Parts 9 Jun 2025 · 0 repositories · arXiv:2506.08205
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A Comparative Study of U-Net Architectures for Change Detection in Satellite Images 9 Jun 2025 · 0 repositories · arXiv:2506.07925
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Diffusion Models-Aided Uplink Channel Estimation for RIS-Assisted Systems 9 Jun 2025 · 0 repositories · arXiv:2506.07770
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Text-guided multi-stage cross-perception network for medical image segmentation 9 Jun 2025 · 0 repositories · arXiv:2506.07475
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MAGNet: A Multi-Scale Attention-Guided Graph Fusion Network for DRC Violation Detection 8 Jun 2025 · 0 repositories · arXiv:2506.07126
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Deep histological synthesis from mass spectrometry imaging for multimodal registration 5 Jun 2025 · 0 repositories · arXiv:2506.05441
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Generalizable, real-time neural decoding with hybrid state-space models 5 Jun 2025 · 0 repositories · arXiv:2506.05320
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U-NetMN and SegNetMN: Modified U-Net and SegNet models for bimodal SAR image segmentation 5 Jun 2025 · 0 repositories · arXiv:2506.05444
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Simulate Any Radar: Attribute-Controllable Radar Simulation via Waveform Parameter Embedding 3 Jun 2025 · 1 repository · arXiv:2506.03134Syntology ran 1 of 7 samples · 6 unverified
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Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation 2 Jun 2025 · 1 repository · arXiv:2506.02312
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TRUST -- Transformer-Driven U-Net for Sparse Target Recovery 1 Jun 2025 · 0 repositories · arXiv:2506.01112
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BinauralFlow: A Causal and Streamable Approach for High-Quality Binaural Speech Synthesis with Flow Matching Models 28 May 2025 · 0 repositories · arXiv:2505.22865
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Efficient Leaf Disease Classification and Segmentation using Midpoint Normalization Technique and Attention Mechanism 27 May 2025 · 0 repositories · arXiv:2505.21316
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Laparoscopic Image Desmoking Using the U-Net with New Loss Function and Integrated Differentiable Wiener Filter 27 May 2025 · 1 repository · arXiv:2505.21634
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Supervised and self-supervised land-cover segmentation & classification of the Biesbosch wetlands 27 May 2025 · 0 repositories · arXiv:2505.21269
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Deep learning based spatial aliasing reduction in beamforming for audio capture 26 May 2025 · 0 repositories · arXiv:2505.19781
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CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation 25 May 2025 · 1 repository · arXiv:2505.18958
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Exploring Magnitude Preservation and Rotation Modulation in Diffusion Transformers 25 May 2025 · 0 repositories · arXiv:2505.19122
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Dual Attention Residual U-Net for Accurate Brain Ultrasound Segmentation in IVH Detection 23 May 2025 · 1 repository · arXiv:2505.17683
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EVM-Fusion: An Explainable Vision Mamba Architecture with Neural Algorithmic Fusion 23 May 2025 · 0 repositories · arXiv:2505.17367
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F-ANcGAN: An Attention-Enhanced Cycle Consistent Generative Adversarial Architecture for Synthetic Image Generation of Nanoparticles 23 May 2025 · 1 repository · arXiv:2505.18106
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MinkUNeXt-SI: Improving point cloud-based place recognition including spherical coordinates and LiDAR intensity 23 May 2025 · 1 repository · arXiv:2505.17591
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Why Diffusion Models Don't Memorize: The Role of Implicit Dynamical Regularization in Training 23 May 2025 · 0 repositories · arXiv:2505.17638
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Assessing the generalization performance of SAM for ureteroscopy scene understanding 22 May 2025 · 0 repositories · arXiv:2505.17210
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Deep mineralogical segmentation of thin section images based on QEMSCAN maps 22 May 2025 · 1 repository · arXiv:2505.17008
Tasks archive 2025-07-28
20 shown of 955 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 |
|---|---|
| Segmentation | 896 |
| Semantic Segmentation | 715 |
| Image Segmentation | 466 |
| Decoder | 282 |
| Medical Image Segmentation | 274 |
| Denoising | 182 |
| Deep Learning | 174 |
| Image Generation | 150 |
| Image Classification | 135 |
| Data Augmentation | 130 |
| Tumor Segmentation | 128 |
| Transfer Learning | 118 |
| image-classification | 118 |
| Diagnostic | 116 |
| Classification | 103 |
| General Classification | 98 |
| Computed Tomography (CT) | 93 |
| Generative Adversarial Network | 85 |
| Medical Image Analysis | 83 |
| Super-Resolution | 83 |
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