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Most-cited papers on Dataset Generalizability

Ranked by citation count via OpenAlex. Citations update on a rolling basis; list regenerates every 24h.

A Dataset and a Technique for Generalized Nuclear Segmentation for Computational Pathology
2017 · IEEE Transactions on Medical Imaging · Kumar, Neeraj, Verma, Ruchika, Sharma, Sanuj et al.
1,121 cited
The effect of batch size on the generalizability of the convolutional neural networks on a histopathology dataset
2020 · ICT Express · Kandel, Ibrahem, Castelli, Mauro
523 cited
BlendedMVS: A Large-Scale Dataset for Generalized Multi-View Stereo Networks
2020 · Yao, Yao, Luo, Zixin, Li, Shiwei et al.
432 cited
DoFE: Domain-Oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets
2020 · IEEE Transactions on Medical Imaging · Wang, Shujun, Yu, Lequan, Li, Kang et al.
191 cited
LibriMix: An Open-Source Dataset for Generalizable Speech Separation
2020 · arXiv (Cornell University) · Cosentino, Joris, Pariente, Manuel, Cornell, Samuele et al.
183 cited
Generalized hidden Markov models for phylogenetic comparative datasets
2020 · Methods in Ecology and Evolution · Boyko, James D., Beaulieu, Jeremy M.
149 cited
How well do hate speech, toxicity, abusive and offensive language classification models generalize across datasets?
2021 · Information Processing & Management · Fortuna, Paula, Wanner, Leo
131 cited
One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers
2019 · arXiv (Cornell University) · Morcos, Ari S., Yu, Haonan, Paganini, M. et al.
107 cited
Dataset: "Generalized scaling of spin qubit coherence in over 12,000 host materials"
2022 · arXiv (Cornell University) · Kanai, Shun, Heremans, F. Joseph, Seo, Hosung et al.
105 cited
Transition1x - a dataset for building generalizable reactive machine learning potentials
2022 · Scientific Data · Schreiner, Mathias, Bhowmik, Arghya, Vegge, Tejs et al.
102 cited
Deep learning for automated classification of tuberculosis-related chest X-Ray: dataset distribution shift limits diagnostic performance generalizability
2020 · Heliyon · Sathitratanacheewin, Seelwan, Sunanta, Panasun, Pongpirul, Krit
102 cited
Generalized Scene Classification From Small-Scale Datasets With Multitask Learning
2021 · IEEE Transactions on Geoscience and Remote Sensing · Zheng, Xiangtao, Gong, Tengfei, Li, Xiaobin et al.
85 cited
Procedures for reducing large datasets of crystal orientations using generalized spherical harmonics
2015 · Mechanics of Materials · Knežević, Marko, Landry, Nicholas
85 cited
How to explain and predict the shape parameter of the generalized extreme value distribution of streamflow extremes using a big dataset
2019 · Journal of Hydrology · Tyralis, Hristos, Papacharalampous, Georgia, Tantanee, Sarintip
67 cited
Internal-external cross-validation helped to evaluate the generalizability of prediction models in large clustered datasets
2021 · Journal of Clinical Epidemiology · Takada, Toshihiko, Nijman, Steven W J, Denaxas, Spiros et al.
63 cited
Establishment of a generalizable model on a small-scale dataset to predict the surface pressure distribution of gas turbine blades
2020 · Energy · Wang, Qi, Yang, Li, Rao, Yu
59 cited
The Impact of Multi-Institution Datasets on the Generalizability of Machine Learning Prediction Models in the ICU
2024 · Critical Care Medicine · Rockenschaub, Patrick, Hilbert, Adam, Kossen, Tabea et al.
57 cited
HR-GLDD: a globally distributed dataset using generalized deep learning (DL) for rapid landslide mapping on high-resolution (HR) satellite imagery
2023 · Earth system science data · Meena, Sansar Raj, Nava, Lorenzo, Bhuyan, Kushanav et al.
50 cited
Generalizing Dataset Distillation via Deep Generative Prior
2023 · Cazenavette, George, Wang, Tongzhou, Torralba, Antonio et al.
48 cited
Ensemble machine learning model trained on a new synthesized dataset generalizes well for stress prediction using wearable devices
2023 · Journal of Biomedical Informatics · Vos, Gideon, Trinh, Kelly, Sarnyai, Zóltan et al.
47 cited
Calibration and generalizability of probabilistic models on low-data chemical datasets with DIONYSUS
2023 · Digital Discovery · Tom, Gary, Hickman, Riley J., Zinzuwadia, Aniket et al.
47 cited
Accurate and generalizable photovoltaic panel segmentation using deep learning for imbalanced datasets
2023 · Renewable Energy · Guo, Zhiling, Zhuang, Zhan, Tan, Hongjun et al.
44 cited
CrossHAR: Generalizing Cross-dataset Human Activity Recognition via Hierarchical Self-Supervised Pretraining
2024 · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · Hong, Zhiqing, Li, Zelong, Zhong, Shuxin et al.
44 cited
Cross Dataset Analysis for Generalizability of HRV-Based Stress Detection Models
2023 · Sensors · Benchekroun, Mouna, Velmovitsky, Pedro Elkind, Istrate, Dan et al.
44 cited
A generalized spherical harmonics-based procedure for the interpolation of partial datasets of orientation distributions to enable crystal mechanics-based simulations
2019 · Materialia · Barrett, Timothy J., Eghtesad, Adnan, McCabe, Rodney J. et al.
44 cited
Enhanced personalized recommendation system for machine learning public datasets: generalized modeling, simulation, significant results and analysis
2023 · International Journal of Information Technology · Bhaskaran, S., Marappan, Raja
43 cited
A generalized method for diagnosing multi-faults in rotating machines using imbalance datasets of different sensor modalities
2024 · Engineering Applications of Artificial Intelligence · Mishra, Rismaya Kumar, Choudhary, Anurag, Fatima, Shahab et al.
40 cited
Distributed deep learning across multisite datasets for generalized CT hemorrhage segmentation
2019 · Medical Physics · Remedios, Samuel W., Roy, Snehashis, Bermudez, Camilo et al.
38 cited
Learning Generalizable Recurrent Neural Networks from Small Task-fMRI Datasets
2018 · Lecture notes in computer science · Dvornek, Nicha C., Yang, Daniel Y.‐J., Ventola, Pamela et al.
33 cited