Label-Efficient Learning in Agriculture: A Comprehensive Review

Label-Efficient Learning in Agriculture: A Comprehensive Review

24 May 2023

Papers citing "Label-Efficient Learning in Agriculture: A Comprehensive Review"

19 / 19 papers shown

Title
A Survey on 3D Reconstruction Techniques in Plant Phenotyping: From Classical Methods to Neural Radiance Fields (NeRF), 3D Gaussian Splatting (3DGS), and Beyond J. Li Xinda Qi Seyed Hamidreza Nabaei M. Liu Dong Chen Xin Zhang Xunyuan Yin Z. Li 48 0 0 30 Apr 2025
Self-Supervised Data Generation for Precision Agriculture: Blending Simulated Environments with Real Imagery Leonardo Saraceni I. M. Motoi Daniele Nardi Thomas Alessandro Ciarfuglia 52 0 0 25 Feb 2025
AgriBench: A Hierarchical Agriculture Benchmark for Multimodal Large Language Models Yutong Zhou Masahiro Ryo 64 0 0 30 Nov 2024
MetaFruit Meets Foundation Models: Leveraging a Comprehensive Multi-Fruit Dataset for Advancing Agricultural Foundation Models Jiajia Li Kyle Lammers Xunyuan Yin Xiang Yin Long He Renfu Lu Zhaojian Li 25 3 0 14 May 2024
Active learning for efficient annotation in precision agriculture: a use-case on crop-weed semantic segmentation Bart M. van Marrewijk Charbel Dandjinou D. Rustia Nicolas Franco Gonzalez Boubacar Diallo Jérôme Dias P. Melki Pieter M. Blok 16 3 0 03 Apr 2024
Performance Evaluation of Semi-supervised Learning Frameworks for Multi-Class Weed Detection Jiajia Li Dong Chen Xunyuan Yin Zhao Li 25 9 0 06 Mar 2024
SoybeanNet: Transformer-Based Convolutional Neural Network for Soybean Pod Counting from Unmanned Aerial Vehicle (UAV) Images Jiajia Li Raju Thada Magar Dong Chen Feng Lin Dechun Wang Xiang Yin Weichao Zhuang Zhao Li 14 11 0 16 Oct 2023
Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges Jiajia Li Mingle Xu Lirong Xiang Dong Chen Weichao Zhuang Xunyuan Yin Zhao Li 25 3 0 13 Aug 2023
Self-supervised Learning for Panoptic Segmentation of Multiple Fruit Flower Species Abubakar Siddique A. Tabb Henry Medeiros SSL 8 6 0 10 Sep 2022
Weakly Supervised Attention-based Models Using Activation Maps for Citrus Mite and Insect Pest Classification Edson Bollis H. Maia Hélio Pedrini Sandra Avila 16 18 0 02 Oct 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 207 291 0 01 May 2018
Simple Online and Realtime Tracking with a Deep Association Metric N. Wojke Alex Bewley Dietrich Paulus VOT 217 3,407 0 21 Mar 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,191 0 21 Nov 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 261 10,106 0 16 Nov 2016
Image Segmentation for Fruit Detection and Yield Estimation in Apple Orchards Suchet Bargoti J. Underwood 29 358 0 25 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 244 35,884 0 25 Aug 2016
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 197 741 0 06 Jun 2015
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 149 9,300 0 28 May 2015