Crop Yield Prediction

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

19 shown of 19 papers with code (48 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• A CNN-RNN Framework for Crop Yield Prediction
  20 Nov 2019 4 repositories listed
  Crop yield prediction is extremely challenging due to its dependence on multiple factors such as crop genotype, environmental factors, management practices, and their interactions.
• Multiple Instance Choquet Integral Classifier Fusion and Regression for Remote Sensing Applications
  11 Mar 2018 3 repositories listed
  In classifier (or regression) fusion the aim is to combine the outputs of several algorithms to boost overall performance.
• The CropAndWeed Dataset: A Multi-Modal Learning Approach for Efficient Crop and Weed Manipulation
  6 Jan 2023 2 repositories listed
  Precision Agriculture and especially the application of automated weed intervention represents an increasingly essential research area, as sustainability and efficiency considerations are becoming more and more relevant.
• EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task
  16 Apr 2021 2 repositories listed
  We frame Earth surface forecasting as the task of predicting satellite imagery conditioned on future weather.
• A Sensor Agnostic Domain Generalization Framework for Leveraging Geospatial Foundation Models: Enhancing Semantic Segmentation viaSynergistic Pseudo-Labeling and Generative Learning
  2 May 2025 1 repository listed
  Remote sensing enables a wide range of critical applications such as land cover and land use mapping, crop yield prediction, and environmental monitoring.
• Generative weather for improved crop model simulations
  31 Mar 2024 1 repository listed
  Accurate and precise crop yield prediction is invaluable for decision making at both farm levels and regional levels.
• Adaptive Fusion of Multi-view Remote Sensing data for Optimal Sub-field Crop Yield Prediction
  22 Jan 2024 1 repository listed
  The GU module learned different weights based on the country and crop-type, aligning with the variable significance of each data source to the prediction task.
• Corn Yield Prediction Model with Deep Neural Networks for Smallholder Farmer Decision Support System
  8 Jan 2024 1 repository listed
  Given the nonlinearity of the interaction between weather and soil variables, a deep neural network regressor (DNNR) is carefully designed with consideration to the depth, number of neurons of the hidden layers, and the…
• DiffusionSat: A Generative Foundation Model for Satellite Imagery
  6 Dec 2023 1 repository listed Syntology ran 1 of 6 samples · 5 unverified
  Our method outperforms previous state-of-the-art methods for satellite image generation and is the first large-scale generative foundation model for satellite imagery.
• Cotton Yield Prediction Using Random Forest
  4 Dec 2023 1 repository listed
  From the 1980s to the 1990s, field data were gathered across the southern cotton belt of the United States.
• SICKLE: A Multi-Sensor Satellite Imagery Dataset Annotated with Multiple Key Cropping Parameters
  29 Nov 2023 1 repository listed
  Out of the 2, 370 samples, 351 paddy samples from 145 plots are annotated with multiple crop parameters; such as the variety of paddy, its growing season and productivity in terms of per-acre yields.
• MMST-ViT: Climate Change-aware Crop Yield Prediction via Multi-Modal Spatial-Temporal Vision Transformer
  16 Sep 2023 1 repository listed Syntology ran 5 of 6 samples · 1 unverified · 6 pointer-only (licence)
  In this work, we develop a deep learning-based solution, namely Multi-Modal Spatial-Temporal Vision Transformer (MMST-ViT), for predicting crop yields at the county level across the United States, by considering the…
• Counterfactual Explanations of Neural Network-Generated Response Curves
  8 Apr 2023 1 repository listed
  We propose to use counterfactual explanations (CFEs) for the identification of the features with the highest relevance on the shape of response curves generated by neural network black boxes.
• A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction
  17 Nov 2021 1 repository listed
  As far as we know, this is the first machine learning method that embeds geographical knowledge in crop yield prediction and predicts the crop yields at county level nationwide.
• Multimodal Performers for Genomic Selection and Crop Yield Prediction
  20 Oct 2021 1 repository listed
  We show that the performer-based models significantly outperform the traditional approaches, achieving an R score of 0.
• Predicting crop yields with little ground truth: A simple statistical model for in-season forecasting
  16 Jun 2021 1 repository listed
  We present a fully automated model for in-season crop yield prediction, designed to work where there is a dearth of sub-national "ground truth" information.
• EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts
  11 Dec 2020 1 repository listed
  Here, we define high-resolution Earth surface forecasting as video prediction of satellite imagery conditional on mesoscale weather forecasts.
• Crop Yield Prediction Using Deep Neural Networks
  7 Feb 2019 1 repository listed
  Crop yield is a highly complex trait determined by multiple factors such as genotype, environment, and their interactions.
• Deep Gaussian Process for Crop Yield Prediction Based on Remote Sensing Data
  12 Feb 2017 1 repository listed
  Agricultural monitoring, especially in developing countries, can help prevent famine and support humanitarian efforts.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.