ArticlePlants (Basel, Switzerland)2026
Pepper-4D: Spatiotemporal 3D Pepper Crop Dataset for Phenotyping.
Foysal Ahmed, Dawei Li, Boyuan Zhao, Zhanjiang Wang, Jiali Huang, Tingzhicheng Li, Jingjing Huang, Jiahui Hou, Sayed Jobaer, Han Yan
Abstract read
In one paragraphArticle in Plants (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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0cells of the map it votes in
0citing papers in PubMed
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What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
2 · The registryThe trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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3 · Its place in the literatureWho cites it
0 citing papers in PubMed.
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4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
10 authors.
Foysal AhmedSchool of Information and Intelligent Science (SIIS), Donghua University, Shanghai 201620, China.ORCID 0000-0001-7154-5858 Dawei LiSchool of Information and Intelligent Science (SIIS), Donghua University, Shanghai 201620, China.ORCID 0000-0002-9702-8848 Boyuan ZhaoCollege of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China.
Zhanjiang WangSchool of Information and Intelligent Science (SIIS), Donghua University, Shanghai 201620, China.ORCID 0009-0006-7194-9717 Jiali HuangSchool of Information and Intelligent Science (SIIS), Donghua University, Shanghai 201620, China.
Tingzhicheng LiSchool of Information and Intelligent Science (SIIS), Donghua University, Shanghai 201620, China.
Jingjing HuangSchool of Information and Intelligent Science (SIIS), Donghua University, Shanghai 201620, China.
Jiahui HouSchool of Information and Intelligent Science (SIIS), Donghua University, Shanghai 201620, China.
Sayed JobaerSchool of Information and Intelligent Science (SIIS), Donghua University, Shanghai 201620, China.ORCID 0000-0002-3939-7303 Han YanSchool of Computer Science and Artificial Intelligence, Wuhan Textile University, Wuhan 430200, China.
Funding
Donghua University 2025 Cultivation Project of Discipline Innovation xkcx-202505Shanghai Sailing Program 24YF2701200the Fundamental Research Funds for the Central Universities 2232025D-50
6 · The paper itselfAbstract
Indexed as
4D datagenerative 3D plantsgrowth event detectionneural radiance field (NeRF)organ segmentationorgan trackingpepperplant phenotypingpoint clouds
Identifiers
PMID41754304
PMCPMC12944251
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