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Real-Time Semantic Segmentation

34 papers with code ยท Computer Vision

Real-time semantic segmentation is the task of achieving computationally efficient semantic segmentation (while maintaining a base level of accuracy).

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Using CNNs For Users Segmentation In Video See-Through Augmented Virtuality

2 Jan 2020

We propose to use a convolutional neural network for real time semantic segmentation of users bodies in the stereoscopic RGB video streams acquired from the perspective of the user.

REAL-TIME SEMANTIC SEGMENTATION

Efficient Video Semantic Segmentation with Labels Propagation and Refinement

26 Dec 2019

(ii) On the GPU, two Convolutional Neural Networks: A main segmentation network that is used to predict dense semantic labels from scratch, and a Refiner that is designed to improve predictions from previous frames with the help of a fast Inconsistencies Attention Module (IAM).

OPTICAL FLOW ESTIMATION REAL-TIME SEMANTIC SEGMENTATION VIDEO SEMANTIC SEGMENTATION

Real-Time Semantic Segmentation via Multiply Spatial Fusion Network

17 Nov 2019

Specifically, it achieves 77. 1% Mean IOU on the Cityscapes test dataset with the speed of 41 FPS for a 1024*2048 input, and 75. 4% Mean IOU with the speed of 91 FPS on the Camvid test dataset.

AUTONOMOUS DRIVING REAL-TIME SEMANTIC SEGMENTATION

Feature Pyramid Encoding Network for Real-time Semantic Segmentation

18 Sep 2019

Although current deep learning methods have achieved impressive results for semantic segmentation, they incur high computational costs and have a huge number of parameters.

PANOPTIC SEGMENTATION REAL-TIME SEMANTIC SEGMENTATION

Graph-guided Architecture Search for Real-time Semantic Segmentation

15 Sep 2019

Unlike previous works that use a simplified search space and stack a repeatable cell to form a network, we introduce a novel search mechanism with new search space where a lightweight model can be effectively explored through the cell-level diversity and latencyoriented constraint.

REAL-TIME SEMANTIC SEGMENTATION

A Comparative Study of High-Recall Real-Time Semantic Segmentation Based on Swift Factorized Network

26 Jul 2019

Furthermore, we make a detailed analysis and comparison of the three proposed methods on the promotion of recall rate.

AUTONOMOUS VEHICLES REAL-TIME SEMANTIC SEGMENTATION

ESNet: An Efficient Symmetric Network for Real-time Semantic Segmentation

24 Jun 2019

The whole network has nearly symmetric architecture, which is mainly composed of a series of factorized convolution unit (FCU) and its parallel counterparts (PFCU).

REAL-TIME SEMANTIC SEGMENTATION

DFANet: Deep Feature Aggregation for Real-Time Semantic Segmentation

CVPR 2019

This paper introduces an extremely efficient CNN architecture named DFANet for semantic segmentation under resource constraints.

REAL-TIME SEMANTIC SEGMENTATION

Random Forest with Learned Representations for Semantic Segmentation

23 Jan 2019

In this work, we present a random forest framework that learns the weights, shapes, and sparsities of feature representations for real-time semantic segmentation.

HAND SEGMENTATION REAL-TIME SEMANTIC SEGMENTATION

Design of Real-time Semantic Segmentation Decoder for Automated Driving

19 Jan 2019

Semantic segmentation remains a computationally intensive algorithm for embedded deployment even with the rapid growth of computation power.

IMAGE CLASSIFICATION MULTI-TASK LEARNING OBJECT DETECTION REAL-TIME SEMANTIC SEGMENTATION