TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Methods/1x1 Convolution

1x1 Convolution

Computer VisionIntroduced 20005641 papers
Source Paper

Description

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 Using This Method

ECORE: Energy-Conscious Optimized Routing for Deep Learning Models at the Edge2025-07-08Physics-Guided Radiotherapy Treatment Planning with Deep Learning2025-06-23Automated MRI Tumor Segmentation using hybrid U-Net with Transformer and Efficient Attention2025-06-18Detecting immune cells with label-free two-photon autofluorescence and deep learning2025-06-17Improving Prostate Gland Segmenting Using Transformer based Architectures2025-06-16Deploying and Evaluating Multiple Deep Learning Models on Edge Devices for Diabetic Retinopathy Detection2025-06-14SecONNds: Secure Outsourced Neural Network Inference on ImageNet2025-06-13Optimization of bi-directional gated loop cell based on multi-head attention mechanism for SSD health state classification model2025-06-13MF2Summ: Multimodal Fusion for Video Summarization with Temporal Alignment2025-06-12A novel visual data-based diagnostic approach for estimation of regime transition in pool boiling2025-06-12Analyzing Breast Cancer Survival Disparities by Race and Demographic Location: A Survival Analysis Approach2025-06-08GS4: Generalizable Sparse Splatting Semantic SLAM2025-06-06Cost-Efficient LLM Training with Lifetime-Aware Tensor Offloading via GPUDirect Storage2025-06-06Gradual Transition from Bellman Optimality Operator to Bellman Operator in Online Reinforcement Learning2025-06-06Hierarchical Text Classification Using Contrastive Learning Informed Path Guided Hierarchy2025-06-04EfficientFER: EfficientNetv2 Based Deep Learning Approach for Facial Expression Recognition2025-06-02OWSM v4: Improving Open Whisper-Style Speech Models via Data Scaling and Cleaning2025-05-31Black-box Adversarial Attacks on CNN-based SLAM Algorithms2025-05-30Deep Learning-Based Breast Cancer Detection in Mammography: A Multi-Center Validation Study in Thai Population2025-05-29Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification2025-05-28