Method

Multi-encoder Context Aggregation Network for Structured and Unstructured Urban Street Scenes [MCANet]
https://github.com/tanmaysingha/MCANet

Submitted on 29 Jun. 2023 21:25 by
Tanmay Singha (Curtin University)

Running time:0.003 s
Environment:1 GPU NVIDIA geForce RTX

Method Description:
Multi-encoder Context Aggregation Network (MCANet)
is a novel real-time semantic scene segmentation
model which offers the best combination of low
model complexity and state-of-the-art (SOTA)
performance on benchmark datasets. With successive
sub=encoder, it processes the feature maps
multiple times and with a novel Local and Global
Context Aggregation (LGCA) module at decoder side,
it accurately localizes the objects by fusing the
global and local spatial details.
Parameters:
2.7 million
Latex Bibtex:
@ARTICLE{10164083,
author={Singha, Tanmay and Pham, Duc-Son and
Krishna, Aneesh},
journal={IEEE Access},
title={Multi-encoder Context Aggregation Network
for Structured and Unstructured Urban Street Scene
Analysis},
year={2023},
volume={},
number={},
pages={1-1},
doi={10.1109/ACCESS.2023.3289968}}

Detailed Results

This page provides detailed results for the method(s) selected. For the first 20 test images, we display the original image, the color-coded result and an error image. The error image contains 4 colors:
red: the pixel has the wrong label and the wrong category
yellow: the pixel has the wrong label but the correct category
green: the pixel has the correct label
black: the groundtruth label is not used for evaluation

Test Set Average

IoU class iIoU class IoU category iIoU category
58.52 24.00 83.04 54.06
This table as LaTeX

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Test Image 8

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Test Image 9

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