Methods › Computer Vision › Convolutions › 1x1 Convolution
1x1 Convolution
Introduced by Min Lin et al. in Network In Network
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A 1 x 1 Convolution is a convolution with some special properties in that it can be used for dimensionality reduction, efficient low dimensional embeddings, and applying non-linearity after convolutions. It maps an input pixel with all its channels to an output pixel which can be squeezed to a desired output depth. It can be viewed as an MLP looking at a particular pixel location.
Image Credit: http://deeplearning.ai
Papers archive 2025-07-28
30 shown of 5,640, 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.
-
ECORE: Energy-Conscious Optimized Routing for Deep Learning Models at the Edge 8 Jul 2025 · 0 repositories · arXiv:2507.06011
-
Physics-Guided Radiotherapy Treatment Planning with Deep Learning 23 Jun 2025 · 0 repositories · arXiv:2506.19880
-
Automated MRI Tumor Segmentation using hybrid U-Net with Transformer and Efficient Attention 18 Jun 2025 · 0 repositories · arXiv:2506.15562
-
Detecting immune cells with label-free two-photon autofluorescence and deep learning 17 Jun 2025 · 0 repositories · arXiv:2506.14449
-
Improving Prostate Gland Segmenting Using Transformer based Architectures 16 Jun 2025 · 0 repositories · arXiv:2506.14844
-
Deploying and Evaluating Multiple Deep Learning Models on Edge Devices for Diabetic Retinopathy Detection 14 Jun 2025 · 0 repositories · arXiv:2506.14834
-
Optimization of bi-directional gated loop cell based on multi-head attention mechanism for SSD health state classification model 13 Jun 2025 · 0 repositories · arXiv:2506.14830
-
SecONNds: Secure Outsourced Neural Network Inference on ImageNet 13 Jun 2025 · 2 repositories · arXiv:2506.11586
-
A novel visual data-based diagnostic approach for estimation of regime transition in pool boiling 12 Jun 2025 · 0 repositories · arXiv:2506.10832
-
MF2Summ: Multimodal Fusion for Video Summarization with Temporal Alignment 12 Jun 2025 · 0 repositories · arXiv:2506.10430
-
Analyzing Breast Cancer Survival Disparities by Race and Demographic Location: A Survival Analysis Approach 8 Jun 2025 · 0 repositories · arXiv:2506.07191
-
Cost-Efficient LLM Training with Lifetime-Aware Tensor Offloading via GPUDirect Storage 6 Jun 2025 · 0 repositories · arXiv:2506.06472
-
Gradual Transition from Bellman Optimality Operator to Bellman Operator in Online Reinforcement Learning 6 Jun 2025 · 1 repository · arXiv:2506.05968Syntology ran 1 of 4 samples · 3 unverified
-
GS4: Generalizable Sparse Splatting Semantic SLAM 6 Jun 2025 · 0 repositories · arXiv:2506.06517
-
Hierarchical Text Classification Using Contrastive Learning Informed Path Guided Hierarchy 4 Jun 2025 · 0 repositories · arXiv:2506.04381
-
EfficientFER: EfficientNetv2 Based Deep Learning Approach for Facial Expression Recognition 2 Jun 2025 · 1 repository
-
OWSM v4: Improving Open Whisper-Style Speech Models via Data Scaling and Cleaning 31 May 2025 · 0 repositories · arXiv:2506.00338
-
Black-box Adversarial Attacks on CNN-based SLAM Algorithms 30 May 2025 · 0 repositories · arXiv:2505.24654
-
Deep Learning-Based Breast Cancer Detection in Mammography: A Multi-Center Validation Study in Thai Population 29 May 2025 · 0 repositories · arXiv:2506.03177
-
Adversarially Robust AI-Generated Image Detection for Free: An Information Theoretic Perspective 28 May 2025 · 0 repositories · arXiv:2505.22604
-
Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification 28 May 2025 · 0 repositories · arXiv:2505.22551
-
Intelligent Incident Hypertension Prediction in Obstructive Sleep Apnea 27 May 2025 · 0 repositories · arXiv:2505.20615
-
Deep Learning for Breast Cancer Detection: Comparative Analysis of ConvNeXT and EfficientNet 24 May 2025 · 0 repositories · arXiv:2505.18725
-
EVM-Fusion: An Explainable Vision Mamba Architecture with Neural Algorithmic Fusion 23 May 2025 · 0 repositories · arXiv:2505.17367
-
The Cell Must Go On: Agar.io for Continual Reinforcement Learning 23 May 2025 · 1 repository · arXiv:2505.18347
-
Enhancing Federated Survival Analysis through Peer-Driven Client Reputation in Healthcare 22 May 2025 · 0 repositories · arXiv:2505.16190
-
SuperPure: Efficient Purification of Localized and Distributed Adversarial Patches via Super-Resolution GAN Models 22 May 2025 · 0 repositories · arXiv:2505.16318
-
Accelerating Autoregressive Speech Synthesis Inference With Speech Speculative Decoding 21 May 2025 · 0 repositories · arXiv:2505.15380
-
An Approach Towards Identifying Bangladeshi Leaf Diseases through Transfer Learning and XAI 21 May 2025 · 0 repositories · arXiv:2505.16033
-
An Exploratory Approach Towards Investigating and Explaining Vision Transformer and Transfer Learning for Brain Disease Detection 21 May 2025 · 0 repositories · arXiv:2505.16039
Tasks archive 2025-07-28
20 shown of 1,268 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 |
|---|---|
| Object Detection | 861 |
| object-detection | 784 |
| Image Classification | 681 |
| image-classification | 516 |
| Semantic Segmentation | 505 |
| Object | 433 |
| Transfer Learning | 383 |
| General Classification | 373 |
| Classification | 347 |
| Segmentation | 328 |
| Data Augmentation | 224 |
| Deep Learning | 224 |
| GPU | 201 |
| Quantization | 180 |
| Instance Segmentation | 161 |
| Representation Learning | 154 |
| Self-Supervised Learning | 154 |
| Neural Architecture Search | 142 |
| Contrastive Learning | 137 |
| Decoder | 125 |
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