2026-10-13T22:57:05Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33253638 2026-09-19T20:15:23Z category_24388 category_28864 category_28951 item_type_3 month_year_09_2026

Supplementary data for “Benchmarking Local Vision-Language Models and Knowledge-Graph-Assisted Differential Diagnosis of Plant Diseases” Ki-Tae Kim (13851925) Plant pathology Artificial intelligence not elsewhere classified Information retrieval and web search Plant disease diagnosis Vision-language models Symptom descriptions Embedding retrieval Direct classification Hard voting Knowledge graph GraphRAG AI Plant Doctor <p dir="ltr">Supplementary datasets for “Benchmarking Local Vision-Language Models and Knowledge-Graph-Assisted Differential Diagnosis of Plant Diseases.”</p><p dir="ltr"><b>SupplementaryData1.xlsx:</b> Qwen3.5-35B-A3B direct-classification predictions, matched retrieval results, and inference settings for 5,373 internal-evaluation images.</p><p dir="ltr"><b>SupplementaryData2.xlsx:</b> Symptom descriptions, ranked disease candidates, similarity scores, and prediction outcomes for the same 5,373 images evaluated using six vision-language models.</p><p dir="ltr"><b>SupplementaryData3.xlsx:</b> Neo4j knowledge-graph records used in AI Plant Doctor version 2, including hosts, diseases, symptoms, pathogens, pesticide information, reference-image cases, and model outputs.</p><p dir="ltr">The files contain derived outputs and structured records, not original images. Raw disease labels are retained. Results represent internal evaluation rather than independent field validation.</p> 2026-09-19T20:15:23Z Dataset Dataset 10.6084/m9.figshare.33253638.v1 https://figshare.com/articles/dataset/Supplementary_data_for_Benchmarking_Local_Vision-Language_Models_and_Knowledge-Graph-Assisted_Differential_Diagnosis_of_Plant_Diseases_/33253638 CC BY 4.0