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Real-Time Semantic Segmentation

Semantic Segmentation is a computer vision task that involves assigning a semantic label to each pixel in an image. In Real-Time Semantic Segmentation, the goal is to perform this labeling quickly and accurately in real-time, allowing for the segmentation results to be used for tasks such as object recognition, scene understanding, and autonomous navigation.

( Image credit: TorchSeg )

Papers

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Showing 51–100 of 145 papers

TitleStatusHype
Pyramid Scene Parsing NetworkCode1
ENet: A Deep Neural Network Architecture for Real-Time Semantic SegmentationCode1
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image SegmentationCode1
Real-Time Semantic Segmentation of Aerial Images Using an Embedded U-Net: A Comparison of CPU, GPU, and FPGA Workflows—0
ContextFormer: Redefining Efficiency in Semantic Segmentation—0
Efficient Semantic Segmentation via Lightweight Multiple-Information Interaction Network—0
ICFRNet: Image Complexity Prior Guided Feature Refinement for Real-time Semantic Segmentation—0
A New Dataset and Comparative Study for Aphid Cluster Detection and Segmentation in Sorghum Fields—0
Multi-Level Aggregation and Recursive Alignment Architecture for Efficient Parallel Inference Segmentation NetworkCode0
MCFNet: Multi-scale Covariance Feature Fusion Network for Real-time Semantic Segmentation—0
P2AT: Pyramid Pooling Axial Transformer for Real-time Semantic SegmentationCode0
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing—0
On the Real-Time Semantic Segmentation of Aphid Clusters in the Wild—0
Cross-CBAM: A Lightweight network for Scene Segmentation—0
COVERED, CollabOratiVE Robot Environment Dataset for 3D Semantic segmentationCode0
Local-to-Global Information Communication for Real-Time Semantic Segmentation Network Search—0
Efficient Semantic Segmentation on Edge Devices—0
Uncertainty in Real-Time Semantic Segmentation on Embedded SystemsCode0
DWRSeg: Rethinking Efficient Acquisition of Multi-scale Contextual Information for Real-time Semantic Segmentation—0
Doubly Contrastive End-to-End Semantic Segmentation for Autonomous Driving under Adverse WeatherCode0
MFNet: Multi-Feature Fusion Network for Real-Time Semantic Segmentation in Road ScenesCode0
RTFormer: Efficient Design for Real-Time Semantic Segmentation with TransformerCode0
TriangleNet: Edge Prior Augmented Network for Semantic Segmentation through Cross-Task ConsistencyCode0
Deep Learning on Home Drone: Searching for the Optimal ArchitectureCode0
Surrogate-assisted Multi-objective Neural Architecture Search for Real-time Semantic Segmentation—0
Efficient Joint-Dimensional Search with Solution Space Regularization for Real-Time Semantic Segmentation—0
Entropy-Based Feature Extraction For Real-Time Semantic Segmentation—0
On Efficient Real-Time Semantic Segmentation: A Survey—0
Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml—0
PP-LiteSeg: A Superior Real-Time Semantic Segmentation ModelCode0
Deep Multi-Branch Aggregation Network for Real-Time Semantic Segmentation in Street Scenes—0
Stage-Aware Feature Alignment Network for Real-Time Semantic Segmentation of Street Scenes—0
Boundary Corrected Multi-scale Fusion Network for Real-time Semantic Segmentation—0
A-Eye: Driving with the Eyes of AI for Corner Case Generation—0
AASeg: Attention Aware Network for Real Time Semantic Segmentation—0
Real Time Egocentric Object Segmentation: THU-READ Labeling and Benchmarking Results—0
CSRNet: Cascaded Selective Resolution Network for Real-time Semantic Segmentation—0
Feature Reuse and Fusion for Real-time Semantic segmentationCode0
Spirit Distillation: Precise Real-time Semantic Segmentation of Road Scenes with Insufficient Data—0
MSCFNet: A Lightweight Network With Multi-Scale Context Fusion for Real-Time Semantic Segmentation—0
Perception Framework through Real-Time Semantic Segmentation and Scene Recognition on a Wearable System for the Visually Impaired—0
Bilateral attention decoder: A lightweight decoder for real-time semantic segmentation—0
Multi Projection Fusion for Real-time Semantic Segmentation of 3D LiDAR Point Clouds—0
Real-time Semantic Segmentation with Context Aggregation Network—0
Dense Dual-Path Network for Real-time Semantic Segmentation—0
Real-Time Instrument Segmentation in Robotic Surgery using Auxiliary Supervised Deep Adversarial LearningCode0
Lookahead Adversarial Learning for Near Real-Time Semantic Segmentation—0
LRNNet: A Light-Weighted Network with Efficient Reduced Non-Local Operation for Real-Time Semantic Segmentation—0
Visual Localization Using Semantic Segmentation and Depth Prediction—0
Tamed Warping Network for High-Resolution Semantic Video Segmentation—0
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