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Leaf Counting

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Organ Segmentation

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Spike Detection

Dataset

We constructed a large-scale unlabeled wheat visual dataset, ImAg4Wheat, comprising 2,000 genotypes and 500 environmental experimental conditions, totaling 3 million images to capture the diversity in wheat phenotypes comprehensively.

State-of-the-art Performance

Frozen features produced by the models are also evaluated on various visual tasks, including six wheat-specific tasks (two at the canopy level and four at the organ level), along with two tasks on rice and two on other crops and weeds. Results are thoroughly compared against features generated from other non-wheat datasets using state-of-the-art models.

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南京农业大学
华中科技大学
北京邮电大学
西北农林科技大学
昆士兰德大学
东京大学
法国农科院
苏黎世联邦理工
国际干旱农业中心
内布拉斯加大学林肯分校
中国农业科学院
法国 Hiphen 公司

Contact

Shouyang Liu ([email protected]), Hao Lu ([email protected]), Yanfeng Ding ([email protected])

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