MTLSegFormer: Multi-task Learning with Transformers for Semantic Segmentation in Precision Agriculture

Author:

Goncalves Diogo Nunes1,Marcato Jose2,Zamboni Pedro2,Pistori Hemerson3,Li Jonathan4,Nogueira Keiller5,Goncalves Wesley Nunes1

Affiliation:

1. Federal University of Mato Grosso do Sul,Faculty of Computer Science,MS,Brazil,79070-900

2. Federal University of Mato Grosso do Sul,Faculty of Engineering, Architecture, and Urbanism and Geography,MS,Brazil,79070-900

3. Dom Bosco Catholic University,INOVISAO,MS,Brazil,79117-900

4. University of Waterloo,Department of Geography and Environmental Management,Waterloo,Ontario,Canada,N2L 3G1

5. University of Stirling,Stirling,Scotland,UK,FK9 4LA

Funder

Nvidia

Publisher

IEEE

Reference43 articles.

1. Predicting depth, surface normals and semantic labels with a common multi-scale convolutional architecture;eigen;CoRR,2014

2. Segformer: Simple and efficient design for semantic segmentation with transformers;xie;Neural Information Processing Systems,2021

3. Low Resource Dependency Parsing: Cross-lingual Parameter Sharing in a Neural Network Parser

4. Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions

5. UniT: Multimodal Multitask Learning with a Unified Transformer

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