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Multi-Spectral Image Synthesis for Crop/Weed Segmentation in Precision Farming

12 September 2020

Papers citing "Multi-Spectral Image Synthesis for Crop/Weed Segmentation in Precision Farming"

22 / 22 papers shown

Title
Building an Aerial-Ground Robotics System for Precision Farming: An Adaptable Solution Alberto Pretto Stéphanie Aravecchia Wolfram Burgard Nived Chebrolu C. Dornhege ... C. Stachniss Achim Walter W. Winterhalter Xiaolong Wu Juan I. Nieto 51 92 0 08 Nov 2019
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & Practice J. Bertels Tom Eelbode Maxim Berman Dirk Vandermeulen F. Maes R. Bisschops Matthew Blaschko 127 256 0 05 Nov 2019
Semantic Image Synthesis with Spatially-Adaptive Normalization Taesung Park Ming-Yuan Liu Ting-Chun Wang Jun-Yan Zhu 156 2,688 0 18 Mar 2019
WeedMap: A large-scale semantic weed mapping framework using aerial multispectral imaging and deep neural network for precision farming Inkyu Sa Marija Popović R. Khanna Zetao Chen Philipp Lottes F. Liebisch Juan I. Nieto C. Stachniss Achim Walter Roland Siegwart 55 215 0 31 Jul 2018
An empirical study on evaluation metrics of generative adversarial networks Qiantong Xu Gao Huang Yang Yuan Chuan Guo Yu Sun Felix Wu Kilian Q. Weinberger EGVM 63 271 0 19 Jun 2018
Fully Convolutional Networks with Sequential Information for Robust Crop and Weed Detection in Precision Farming Philipp Lottes Jens Behley Andres Milioto C. Stachniss 48 204 0 09 Jun 2018
Bonnet: An Open-Source Training and Deployment Framework for Semantic Segmentation in Robotics using CNNs Andres Milioto C. Stachniss SSeg 74 86 0 25 Feb 2018
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs Ting-Chun Wang Ming-Yuan Liu Jun-Yan Zhu Andrew Tao Jan Kautz Bryan Catanzaro SSeg 174 3,940 0 30 Nov 2017
Real-time Semantic Segmentation of Crop and Weed for Precision Agriculture Robots Leveraging Background Knowledge in CNNs Andres Milioto Philipp Lottes C. Stachniss 51 368 0 20 Sep 2017
weedNet: Dense Semantic Weed Classification Using Multispectral Images and MAV for Smart Farming Inkyu Sa Zetao Chen Marija Popović R. Khanna F. Liebisch Juan I. Nieto Roland Siegwart 55 268 0 11 Sep 2017
ARIGAN: Synthetic Arabidopsis Plants using Generative Adversarial Network M. Giuffrida H. Scharr Sotirios A. Tsaftaris GAN 31 97 0 04 Sep 2017
Automatic Model Based Dataset Generation for Fast and Accurate Crop and Weeds Detection M. D. Cicco Ciro Potena Giorgio Grisetti Alberto Pretto 53 124 0 09 Dec 2016
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 326 19,651 0 21 Nov 2016
RenderGAN: Generating Realistic Labeled Data Leon Sixt Benjamin Wild Tim Landgraf GAN 221 176 0 04 Nov 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 741 37,862 0 20 May 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 266 14,012 0 19 Nov 2015
Semantic Instance Annotation of Street Scenes by 3D to 2D Label Transfer Jun Xie Martin Kiefel Ming-Ting Sun Andreas Geiger ISeg 96 169 0 10 Nov 2015
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 1.1K 15,802 0 02 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,196 0 18 May 2015
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 258 10,409 0 06 Nov 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 477 43,658 0 17 Sep 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.7K 39,547 0 01 Sep 2014