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ResearchFormerly WizWand

Disease Classification on CDDMBench

33.7AccuracyAgri-CPJ (+ LLM-as-a-Judge)
3.85211.60119.3527.099Apr 26, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Agri-CPJ (+ LLM-as-a-Judge)Model=GPT-5-Nano, Caption Generator=GPT-5-mini2026.0433.7
Agri-CPJ (+ LLM-as-a-Judge)Model=GPT-5-Nano, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0432.8
Agri-CPJ (+ Caption (Optimized))Model=GPT-5-Nano, Caption Generator=GPT-5-mini2026.0431.6
Agri-CPJ (+ Caption (Optimized))Model=GPT-5-Nano, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0431.4
Agri-CPJ (+ Few-shot)Model=GPT-5-Nano, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0431
Agri-CPJ (+ Few-shot)Model=GPT-5-Nano, Caption Generator=GPT-5-mini2026.0429.8
Agri-CPJ (+ LLM-as-a-Judge)Model=Qwen-VL-Chat, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0425.39
Agri-CPJ (+ Few-shot)Model=Qwen-VL-Chat, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0424.49
Agri-CPJ (+ LLM-as-a-Judge)Model=Qwen-VL-Chat, Caption Generator=GPT-5-mini2026.0414.8
Agri-CPJ (+ Few-shot)Model=Qwen-VL-Chat, Caption Generator=GPT-5-mini2026.0414.5
Agri-CPJ (+ Caption (Optimized))Model=Qwen-VL-Chat, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0412.1
Zero-shot (Our Baseline)Model=GPT-5-Nano, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0411
Zero-shot (Our Baseline)Model=GPT-5-Nano, Caption Generator=GPT-5-mini2026.0411
Agri-CPJ (+ Caption (Optimized))Model=Qwen-VL-Chat, Caption Generator=GPT-5-mini2026.047.17
Zero-shot (Our Baseline)Model=Qwen-VL-Chat, Caption Generator=Qwen2.5-VL-72B-Instruct2026.045.8
Zero-shot (Liu et al., 2024) BaselineModel=Qwen-VL-Chat, Caption Generator=Qwen2.5-VL-72B-Instruct2026.045