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ResearchFormerly WizWand

Crop Recognition on CDDMBench

97.4AccuracyQwen-VL-Chat-AG (7B)
25.6444.2762.981.53Jan 8, 2026Jan 26, 2026Feb 13, 2026Mar 3, 2026Mar 21, 2026Apr 8, 2026Apr 26, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Qwen-VL-Chat-AG (7B)Method=SFT (Unfrozen encoder)2026.0197.4
Qwen2.5-VL-3B-InstructMethod=Reasoning-Enhanced GRPO2026.0192.58
Qwen2.5-VL-3B-InstructMethod=GRPO2026.0192.33
Qwen2.5-VL-3B-InstructMethod=SFT2026.0190.97
Qwen-VL-Chat-AG* (7B)Method=SFT (Frozen encoder)2026.0184.4
Gpt-5-NanoMethod=+Judge2026.0163.38
Agri-CPJ (+ LLM-as-a-Judge)Model=GPT-5-Nano, Caption Generator=GPT-5-mini2026.0463.38
Gpt-5-NanoMethod=Expl. Caption2026.0160.3
Agri-CPJ (+ Caption (Optimized))Model=GPT-5-Nano, Caption Generator=GPT-5-mini2026.0460.3
Gpt-5-NanoMethod=+Few-shot2026.0158.9
Agri-CPJ (+ Few-shot)Model=GPT-5-Nano, Caption Generator=GPT-5-mini2026.0458.9
Qwen-VL-Chat (7B)Method=+Judge2026.0154.9
Agri-CPJ (+ LLM-as-a-Judge)Model=Qwen-VL-Chat, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0454.9
Qwen-VL-Chat (7B)Method=+Few-shot2026.0153.39
Agri-CPJ (+ Few-shot)Model=Qwen-VL-Chat, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0453.39
Agri-CPJ (+ LLM-as-a-Judge)Model=GPT-5-Nano, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0453.2
Agri-CPJ (+ LLM-as-a-Judge)Model=Qwen-VL-Chat, Caption Generator=GPT-5-mini2026.0451.6
Agri-CPJ (+ Caption (Optimized))Model=GPT-5-Nano, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0451.2
Agri-CPJ (+ Few-shot)Model=Qwen-VL-Chat, Caption Generator=GPT-5-mini2026.0451
Agri-CPJ (+ Few-shot)Model=GPT-5-Nano, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0450.1
Gpt-5-NanoMethod=Zero-shot2026.0147
Zero-shot (Our Baseline)Model=GPT-5-Nano, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0447
Zero-shot (Our Baseline)Model=GPT-5-Nano, Caption Generator=GPT-5-mini2026.0447
Qwen2.5-VL-3B-InstructMethod=Few-shot2026.0136.56
Qwen-VL-Chat (7B)Method=Expl. Caption2026.0129.3
Agri-CPJ (+ Caption (Optimized))Model=Qwen-VL-Chat, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0429.3
Agri-CPJ (+ Caption (Optimized))Model=Qwen-VL-Chat, Caption Generator=GPT-5-mini2026.0428.99
Zero-shot (Our Baseline)Model=Qwen-VL-Chat, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0428.55
Qwen2.5-VL-3B-InstructMethod=Zero-shot2026.0128.41
Qwen-VL-Chat (7B)Method=Zero-shot2026.0128.4
Zero-shot (Liu et al., 2024) BaselineModel=Qwen-VL-Chat, Caption Generator=Qwen2.5-VL-72B-Instruct2026.0428.4