Methods › General › Miscellaneous Components › Auxiliary Classifier
Auxiliary Classifier
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Auxiliary Classifiers are type of architectural component that seek to improve the convergence of very deep networks. They are classifier heads we attach to layers before the end of the network. The motivation is to push useful gradients to the lower layers to make them immediately useful and improve the convergence during training by combatting the vanishing gradient problem. They are notably used in the Inception family of convolutional neural networks.
Papers archive 2025-07-28
30 shown of 395, 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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Autoadaptive Medical Segment Anything Model 2 Jul 2025 · 1 repository · arXiv:2507.01828
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MF2Summ: Multimodal Fusion for Video Summarization with Temporal Alignment 12 Jun 2025 · 0 repositories · arXiv:2506.10430
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A Deep Learning-Driven Inhalation Injury Grading Assistant Using Bronchoscopy Images 13 May 2025 · 0 repositories · arXiv:2505.08517
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Semantic segmentation for building houses from wooden cubes 28 Mar 2025 · 0 repositories · arXiv:2503.22125
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DNA Origami Nanostructures Observed in Transmission Electron Microscopy Images can be Characterized through Convolutional Neural Networks 13 Mar 2025 · 1 repository · arXiv:2503.10950
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RURANET++: An Unsupervised Learning Method for Diabetic Macular Edema Based on SCSE Attention Mechanisms and Dynamic Multi-Projection Head Clustering 27 Feb 2025 · 0 repositories · arXiv:2502.20224
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A Pragmatic Note on Evaluating Generative Models with Fréchet Inception Distance for Retinal Image Synthesis 24 Feb 2025 · 0 repositories · arXiv:2502.17160
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PAR-AdvGAN: Improving Adversarial Attack Capability with Progressive Auto-Regression AdvGAN 16 Feb 2025 · 0 repositories · arXiv:2502.12207
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One-Shot Federated Learning with Classifier-Free Diffusion Models 12 Feb 2025 · 0 repositories · arXiv:2502.08488
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Optimized Unet with Attention Mechanism for Multi-Scale Semantic Segmentation 6 Feb 2025 · 0 repositories · arXiv:2502.03813
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Dual-Flow: Transferable Multi-Target, Instance-Agnostic Attacks via In-the-wild Cascading Flow Optimization 4 Feb 2025 · 0 repositories · arXiv:2502.02096Syntology ran 0 of 3 samples · 3 unverified
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A Feature-Level Ensemble Model for COVID-19 Identification in CXR Images using Choquet Integral and Differential Evolution Optimization 14 Jan 2025 · 0 repositories · arXiv:2501.08241
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Parking Space Detection in the City of Granada 11 Jan 2025 · 1 repository · arXiv:2501.06651
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Multi-classification of High-Frequency Oscillations Using iEEG Signals and Deep Learning Models 22 Dec 2024 · 0 repositories · arXiv:2412.17145
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Annotation-Efficient Task Guidance for Medical Segment Anything 11 Dec 2024 · 1 repository · arXiv:2412.08575
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Fine-grained Text to Image Synthesis 10 Dec 2024 · 0 repositories · arXiv:2412.07196
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Data Fusion of Semantic and Depth Information in the Context of Object Detection 4 Dec 2024 · 0 repositories · arXiv:2412.03490
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Classification of Geographical Land Structure Using Convolution Neural Network and Transfer Learning 19 Nov 2024 · 0 repositories · arXiv:2411.12415
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A Hybrid Approach for COVID-19 Detection: Combining Wasserstein GAN with Transfer Learning 10 Nov 2024 · 0 repositories · arXiv:2411.06397
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QIANets: Quantum-Integrated Adaptive Networks for Reduced Latency and Improved Inference Times in CNN Models 14 Oct 2024 · 1 repository · arXiv:2410.10318Syntology ran 4 of 5 samples · 1 unverified
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Normalizing Flow-Based Metric for Image Generation 2 Oct 2024 · 1 repository · arXiv:2410.02004
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Investigating the Effect of Network Pruning on Performance and Interpretability 29 Sep 2024 · 1 repository · arXiv:2409.19727
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A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation 26 Sep 2024 · 1 repository
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Evaluating Deep Learning Models for Breast Cancer Classification: A Comparative Study 29 Aug 2024 · 2 repositories · arXiv:2408.16859
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A Comparative Analysis of CNN-based Deep Learning Models for Landslide Detection 3 Aug 2024 · 0 repositories · arXiv:2408.01692
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Side-Channel Analysis of OpenVINO-based Neural Network Models 23 Jul 2024 · 0 repositories · arXiv:2407.16467
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Make a Strong Teacher with Label Assistance: A Novel Knowledge Distillation Approach for Semantic Segmentation 18 Jul 2024 · 1 repository · arXiv:2407.13254
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Explainable Differential Privacy-Hyperdimensional Computing for Balancing Privacy and Transparency in Additive Manufacturing Monitoring 9 Jul 2024 · 1 repository · arXiv:2407.07066
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Personalized Federated Domain-Incremental Learning based on Adaptive Knowledge Matching 6 Jul 2024 · 0 repositories · arXiv:2407.05005
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Deepfake Audio Detection Using Spectrogram-based Feature and Ensemble of Deep Learning Models 1 Jul 2024 · 0 repositories · arXiv:2407.01777
Tasks archive 2025-07-28
20 shown of 305 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 | 54 |
| Semantic Segmentation | 52 |
| General Classification | 47 |
| image-classification | 44 |
| Transfer Learning | 43 |
| Classification | 41 |
| Segmentation | 31 |
| Deep Learning | 30 |
| Data Augmentation | 25 |
| Object Detection | 25 |
| Generative Adversarial Network | 24 |
| object-detection | 24 |
| Quantization | 18 |
| Diversity | 17 |
| Image Generation | 15 |
| Image Segmentation | 15 |
| Object | 14 |
| Autonomous Driving | 12 |
| Object Recognition | 11 |
| GPU | 10 |
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