Title
Lightweight Multispectral Crop-Weed Segmentation for Precision Agriculture Zeynep Galymzhankyzy Eric Martinson 29 0 0 12 May 2025
iNatAg: Multi-Class Classification Models Enabled by a Large-Scale Benchmark Dataset with 4.7M Images of 2,959 Crop and Weed Species Naitik Jain Amogh Joshi Mason Earles VLM 57 0 0 25 Mar 2025
A survey of datasets for computer vision in agriculture Nico Heider Lorenz Gunreben Sebastian Zürner Martin Schieck 47 1 0 24 Feb 2025
Multispectral Remote Sensing for Weed Detection in West Australian Agricultural Lands Haitian Wang Muhammad Ibrahim Yumeng Miao D ustin Severtson A. Mansoor Ajmal Mian 52 0 0 12 Feb 2025
BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity Zahra Gharaee Scott C. Lowe ZeMing Gong Pablo Millán Arias Nicholas Pellegrino ... Lila Kari Dirk Steinke Graham W. Taylor Paul Fieguth Angel X. Chang 56 8 0 28 Jan 2025
From Seedling to Harvest: The GrowingSoy Dataset for Weed Detection in Soy Crops via Instance Segmentation Raul Steinmetz V. A. Kich Henrique Krever Joao D. Rigo Mazzarolo Ricardo B. Grando Vinicius Marini Celio Trois Ard Nieuwenhuizen 38 1 0 01 Jun 2024
An Organic Weed Control Prototype using Directed Energy and Deep Learning Deng Cao Hongbo Zhang Rajveer Dhillon 30 0 0 31 May 2024
Lacunarity Pooling Layers for Plant Image Classification using Texture Analysis Akshatha Mohan Joshua Peeples 36 1 0 25 Apr 2024
Generating Diverse Agricultural Data for Vision-Based Farming Applications Mikolaj Cieslak Umabharathi Govindarajan Alejandro Garcia Anuradha Chandrashekar Torsten Hädrich Aleksander Mendoza-Drosik D. L. Michels Soren Pirk Chia-Chun Fu Wojciech Palubicki 27 7 0 27 Mar 2024
Self-Supervised Backbone Framework for Diverse Agricultural Vision Tasks Sudhir Sornapudi Rajhans Singh Corteva Agriscience SSL 25 1 0 22 Mar 2024
Improving Cross-domain Few-shot Classification with Multilayer Perceptron Shuanghao Bai Wanqi Zhou Zhirong Luan Donglin Wang Badong Chen 29 4 0 15 Dec 2023
QWID: Quantized Weed Identification Deep neural network Parikshit Singh Rathore MQ 11 0 0 29 Oct 2023
WeedCLR: Weed Contrastive Learning through Visual Representations with Class-Optimized Loss in Long-Tailed Datasets Alzayat Saleh A. Olsen Jake Wood B. Philippa M. R. Azghadi 22 0 0 19 Oct 2023
Species196: A One-Million Semi-supervised Dataset for Fine-grained Species Recognition W. He Kai Han Ying Nie Chengcheng Wang Yunhe Wang VLM 48 6 0 25 Sep 2023
Multi-growth stage plant recognition: a case study of Palmer amaranth (Amaranthus palmeri) in cotton (Gossypium hirsutum) Guy R. Y. Coleman Matthew Kutugata Michael Walsh M. Bagavathiannan 27 7 0 28 Jul 2023
PhenoBench -- A Large Dataset and Benchmarks for Semantic Image Interpretation in the Agricultural Domain J. Weyler Federico Magistri E. Marks Yue Linn Chong Matteo Sodano Gianmarco Roggiolani Nived Chebrolu C. Stachniss Jens Behley 32 30 0 07 Jun 2023
Batch Model Consolidation: A Multi-Task Model Consolidation Framework Iordanis Fostiropoulos Jiaye Zhu Laurent Itti MoMe CLL 29 3 0 25 May 2023
Label-Efficient Learning in Agriculture: A Comprehensive Review Jiajia Li Dong Chen Xinda Qi Zhao Li Yanbo Huang Daniel Morris Xiaobo Tan 39 34 0 24 May 2023
CWD30: A Comprehensive and Holistic Dataset for Crop Weed Recognition in Precision Agriculture Talha Ilyas D. M. S. Arsa Khubaib Ahmad Yongchae Jeong Okjae Won Jong Hoon Lee H. Kim 10 3 0 17 May 2023
Cold PAWS: Unsupervised class discovery and addressing the cold-start problem for semi-supervised learning Evelyn J. Mannix H. Bondell SSL 20 0 0 17 May 2023
Extended Agriculture-Vision: An Extension of a Large Aerial Image Dataset for Agricultural Pattern Analysis Jing Wu David Pichler D. Marley David Wilson N. Hovakimyan Jennifer Hobbs 53 22 0 04 Mar 2023
Deep Data Augmentation for Weed Recognition Enhancement: A Diffusion Probabilistic Model and Transfer Learning Based Approach Dong Chen Xinda Qi Yu Zheng Yuzhen Lu Zhao Li DiffM 20 15 0 18 Oct 2022
A Multiagent Framework for the Asynchronous and Collaborative Extension of Multitask ML Systems Andrea Gesmundo 29 2 0 29 Sep 2022
Image Quality Assessment for Foliar Disease Identification (AgroPath) Nisar Ahmed H. M. Asif Gulshan Saleem M. Younus 20 7 0 26 Sep 2022
Top-Tuning: a study on transfer learning for an efficient alternative to fine tuning for image classification with fast kernel methods P. D. Alfano Vito Paolo Pastore Lorenzo Rosasco Francesca Odone 26 6 0 16 Sep 2022
A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems Andrea Gesmundo 21 18 0 15 Sep 2022
Standardizing and Centralizing Datasets to Enable Efficient Training of Agricultural Deep Learning Models Amogh Joshi Dario Guevara Mason Earles 18 10 0 04 Aug 2022
The Power of Transfer Learning in Agricultural Applications: AgriNet Zahraa Al Sahili M. Awad 23 18 0 08 Jul 2022
Applications of Deep Learning in Fish Habitat Monitoring: A Tutorial and Survey Alzayat Saleh M. Sheaves D. Jerry M. R. Azghadi 35 41 0 11 Jun 2022
Computer Vision and Deep Learning for Fish Classification in Underwater Habitats: A Survey Alzayat Saleh M. Sheaves M. R. Azghadi 34 71 0 14 Mar 2022
Plant Species Recognition with Optimized 3D Polynomial Neural Networks and Variably Overlapping Time-Coherent Sliding Window Habib Ben Abdallah C. Henry S. Ramanna 36 2 0 04 Mar 2022
Deep-CNN based Robotic Multi-Class Under-Canopy Weed Control in Precision Farming Yayun Du Guofeng Zhang D. Tsang M. Jawed 20 19 0 28 Dec 2021
Weed Recognition using Deep Learning Techniques on Class-imbalanced Imagery A. S. M. Mahmudul Hasan Ferdous Sohel D. Diepeveen Hamid Laga Michael G. K. Jones 17 18 0 15 Dec 2021
Revisiting the Transferability of Supervised Pretraining: an MLP Perspective Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Donglian Qi Wanli Ouyang 26 51 0 01 Dec 2021
Task2Sim : Towards Effective Pre-training and Transfer from Synthetic Data Samarth Mishra Yikang Shen Cheng Perng Phoo Chun-Fu Chen Leonid Karlinsky Kate Saenko Venkatesh Saligrama Rogerio Feris 26 35 0 30 Nov 2021
Performance Evaluation of Deep Transfer Learning on Multiclass Identification of Common Weed Species in Cotton Production Systems Dong Chen Yuzhen Lu Zhao Li Sierra N. Young 24 97 0 11 Oct 2021
Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data Ashraful Islam Chun-Fu Chen Yikang Shen Leonid Karlinsky Rogerio Feris Richard J. Radke 30 84 0 14 Jun 2021
TENT: Efficient Quantization of Neural Networks on the tiny Edge with Tapered FixEd PoiNT H. F. Langroudi Vedant Karia Tej Pandit Dhireesha Kudithipudi MQ 24 10 0 06 Apr 2021
Deep Learning Techniques for In-Crop Weed Identification: A Review Kun Hu Zhiyong Wang Guy R. Y. Coleman Asher Bender Tingting Yao Shan Zeng Dezhen Song Arnold Schumann Michael Walsh 20 26 0 27 Mar 2021
A Broad Study on the Transferability of Visual Representations with Contrastive Learning Ashraful Islam Chun-Fu Chen Yikang Shen Leonid Karlinsky Richard J. Radke Rogerio Feris SSL 29 112 0 24 Mar 2021
A Survey of Deep Learning Techniques for Weed Detection from Images A. S. M. Mahmudul Hasan Ferdous Sohel D. Diepeveen Hamid Laga Michael G. K. Jones 42 304 0 02 Mar 2021
Fusing CNNs and statistical indicators to improve image classification Javier Huertas-Tato Alejandro Martín Julián Fierrez David Camacho 14 37 0 20 Dec 2020
Weed Density and Distribution Estimation for Precision Agriculture using Semi-Supervised Learning Shantam Shorewala Armaan Ashfaque R. Sidharth Ujjwal Verma 24 67 0 04 Nov 2020
How useful is Active Learning for Image-based Plant Phenotyping? Koushik Nagasubramanian Talukder Z. Jubery Fateme Fotouhi Ardakani S. Mirnezami Asheesh K. Singh Arti Singh S. Sarkar Baskar Ganapathysubramanian VLM 26 16 0 07 Jun 2020
Using a thousand optimization tasks to learn hyperparameter search strategies Luke Metz Niru Maheswaranathan Ruoxi Sun C. Freeman Ben Poole Jascha Narain Sohl-Dickstein 20 45 0 27 Feb 2020
Agriculture-Vision: A Large Aerial Image Database for Agricultural Pattern Analysis M. Chiu Xingqian Xu Yunchao Wei Zilong Huang A. Schwing ... David Wilson Adrian Tudor N. Hovakimyan Thomas S. Huang Humphrey Shi 40 152 0 05 Jan 2020
Locality-Promoting Representation Learning Johannes Schneider 12 2 0 25 May 2019