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References from MRC-Net: a reliable plant disease classification framework with multi-frequency state-space enhancement and conformal prediction. Local targets link to admitted publications; unresolved targets remain external evidence.
A gentle introduction to conformal prediction and distribution-free uncertainty quantification
10.48550/arxiv.2107.07511 · 2021 · External reference
Uncertainty sets for image classifiers using conformal prediction
10.48550/arxiv.2009.14193 · 2020 · External reference
Plant leaf disease classification using efficientnet deep learning model
10.1016/j.ecoinf.2020.101182 · 2021 · External reference
A review on the main challenges in automatic plant disease identification based on visible range images
10.1016/j.biosystemseng.2016.01.017 · 2016 · External reference
Vision transformer-based approach for plant leaf disease classification with multi-patch selection
10.7717/peerj-cs.3544 · 2026 · External reference
An attention-based deep network for plant disease classification
10.22630/mgv.2024.33.1.3 · 2024 · External reference
A deep learning based approach for automated plant disease classification using vision transformer
10.1038/s41598-022-15163-0 · 2022 · External reference
Plantaim: A new baseline model integrating global attention and local features for enhanced plant disease identification
10.1016/j.atech.2025.100813 · 2025 · External reference
ViT-PlantNet: Enhancing plant disease classification with encoder–decoder architecture
10.1109/ocit65031.2024.00024 · 2024 · External reference
Deep learning for precision agriculture: A systematic review of methods, challenges, and future directions
10.1007/s10115-025-02625-w · 2026 · External reference
Dfn-psan: Multi-level deep information feature fusion extraction network for interpretable plant disease classification
10.1016/j.compag.2023.108481 · 2024 · External reference
Dual attention residual network (darn) for multi crop leaf disease classification
10.1016/j.procs.2025.04.280 · 2025 · External reference
An image is worth 16x16 words: Transformers for image recognition at scale
10.48550/arxiv.2010.11929 · 2020 · External reference
Empirical validation of conformal prediction for trustworthy skin lesions classification
10.1016/j.cmpb.2024.108231 · 2024 · External reference
Deep learning models for plant disease detection and diagnosis
10.1016/j.compag.2018.01.009 · 2018 · External reference
Deep residual learning for image recognition
2016 · External reference
A hybrid deep learning framework using convolutional and transformer models for robust plant disease classification
10.1038/s41598-026-38209-z · 2026 · External reference
Florasyntropy-net: scalable deep learning with novel florasyntropy archive for large-scale plant disease diagnosis
10.1186/s13007-026-01519-4 · 2026 · External reference
Plant leaf disease detection using deep learning: A multi-dataset approach
10.20944/preprints202411.0732.v1 · 2025 · External reference
A dual-branch neural network for crop disease recognition by integrating frequency domain and spatial domain information
10.1016/j.compag.2024.108843 · 2024 · External reference
Pd2se-net: Computerassisted plant disease diagnosis and severity estimation network
10.1016/j.compag.2019.01.034 · 2019 · External reference
Few-shot learning for plant-disease recognition in the frequency domain
10.3390/plants11212814 · 2022 · External reference
Plant disease detection algorithm based on efficient swin transformer
10.32604/cmc.2024.058640 · 2025 · External reference
Vmamba: Visual state space model
10.52202/079017-3273 · 2024 · External reference
Psmamba: Progressive self-supervised vision mamba for plant disease recognition
10.48550/arxiv.2512.14309 · 2025 · External reference
Using deep learning for image-based plant disease detection
10.3389/fpls.2016.01419 · 2016 · External reference
Efficientpnet—an optimized and efficient deep learning approach for classifying disease of potato plant leaves
10.3390/agriculture13040841 · 2023 · External reference
Noise-robust conformal prediction for medical image classification
2024 · External reference
Pldc-net: A domain-specific base model for plant leaf disease classification domain adaptation tasks
10.1002/pld3.70167 · 2026 · External reference
Plant disease classification in the wild using vision transformers and mixture of experts
10.3389/fpls.2025.1522985 · 2025 · External reference
The global burden of pathogens and pests on major food crops
10.1038/s41559-018-0793-y · 2019 · External reference
Plant disease: a threat to global food security
10.1146/annurev.phyto.43.113004.133839 · 2005 · External reference
Explainable vision transformer enabled convolutional neural network for plant disease identification: Plantxvit
10.48550/arxiv.2207.07919 · 2022 · External reference
Dwtformer: a frequency-spatial features fusion model for tomato leaf disease identification
10.1186/s13007-025-01349-w · 2025 · External reference
Plant disease classification and adversarial attack using simam-efficientnet and gp-mi-fgsm
10.3390/su15021233 · 2023 · External reference
St-cfi: Swin transformer with convolutional feature interactions for identifying plant diseases
10.21203/rs.3.rs-5350597/v1 · 2025 · External reference
Dic-transformer: interpretation of plant disease classification results using image caption generation technology
10.3389/fpls.2023.1273029 · 2024 · External reference
Evaluating the utility of conformal prediction sets for ai-advised image labeling
2024 · External reference
Vmamba for plant leaf disease identification: design and experiment
10.3389/fpls.2025.1515021 · 2025 · External reference
Rr-cp: Reliable-region-based conformal prediction for trustworthy medical image classification
2023 · External reference
A wavelet-based frequencydomain approach for accurate multi-crop disease detection
10.1038/s41598-026-38476-w · 2026 · External reference
Ric-net: A plant disease classification model based on the fusion of inception and residual structure and embedded attention mechanism
10.1016/j.compag.2021.106644 · 2022 · External reference
Vision mamba: Efficient visual representation learning with bidirectional state space model
10.48550/arxiv.2401.09417 · 2024 · External reference