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Crop Recognition on CDDMBench

97.4Accuracy

Qwen-VL-Chat-AG (7B)

Updated 1mo ago

Evaluation Results

Method	Links
Qwen-VL-Chat-AG (7B) 2026.01		97.4
Qwen2.5-VL-3B-Instruct 2026.01		92.58
Qwen2.5-VL-3B-Instruct 2026.01		92.33
Qwen2.5-VL-3B-Instruct 2026.01		90.97
Qwen-VL-Chat-AG* (7B) 2026.01		84.4
Gpt-5-Nano 2026.01		63.38
Agri-CPJ (+ LLM-as-a-Judge) 2026.04		63.38
Gpt-5-Nano 2026.01		60.3
Agri-CPJ (+ Caption (Optimized)) 2026.04		60.3
Gpt-5-Nano 2026.01		58.9
Agri-CPJ (+ Few-shot) 2026.04		58.9
Qwen-VL-Chat (7B) 2026.01		54.9
Agri-CPJ (+ LLM-as-a-Judge) 2026.04		54.9
Qwen-VL-Chat (7B) 2026.01		53.39
Agri-CPJ (+ Few-shot) 2026.04		53.39
Agri-CPJ (+ LLM-as-a-Judge) 2026.04		53.2
Agri-CPJ (+ LLM-as-a-Judge) 2026.04		51.6
Agri-CPJ (+ Caption (Optimized)) 2026.04		51.2
Agri-CPJ (+ Few-shot) 2026.04		51
Agri-CPJ (+ Few-shot) 2026.04		50.1
Gpt-5-Nano 2026.01		47
Zero-shot (Our Baseline) 2026.04		47
Zero-shot (Our Baseline) 2026.04		47
Qwen2.5-VL-3B-Instruct 2026.01		36.56
Qwen-VL-Chat (7B) 2026.01		29.3
Agri-CPJ (+ Caption (Optimized)) 2026.04		29.3
Agri-CPJ (+ Caption (Optimized)) 2026.04		28.99
Zero-shot (Our Baseline) 2026.04		28.55
Qwen2.5-VL-3B-Instruct 2026.01		28.41
Qwen-VL-Chat (7B) 2026.01		28.4
Zero-shot (Liu et al., 2024) Baseline 2026.04		28.4