ArticlePlant methods2020
Non-destructive phenotyping for early seedling vigor in direct-seeded rice.
Article in Plant methods, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed.
- Rapid rice seed vigor assessment: A machine learning and deep learning framework with multi-time-point image analysis.MethodsX · 2026Article
- High-Throughput Phenotyping: Status and Applications in Rice Breeding.Plants (Basel, Switzerland) · 2026Review
- Comprehensive phenomics and vegetative yield analysis of global kale (Brassica oleracea var. acephala) germplasm in controlled environment agriculture.BMC plant biology · 2026Article
- Identification and Quantification of Anthocyanins in Various Organs of Potato Varieties (Plants (Basel, Switzerland) · 2025Article
- Enhancement of genetic gain for early seedling vigor traits through marker-assisted pedigree selection in rice (Physiology and molecular biology of plants : an international journal of functional plant biology · 2025Article
- Proline Priming Enhances Seed Vigour and Biochemical Attributes of Rice (Tropical life sciences research · 2024Article
- Progress in the study of functional genes related to direct seeding of rice.Molecular breeding : new strategies in plant improvement · 2023Review
- Genome-wide association analysis for emergence of deeply sown rice (Frontiers in plant science · 2023Article
- Multi-trait association study identifies loci associated with tolerance of low phosphorus in Oryza sativa and its wild relatives.Scientific reports · 2022Article
- Breeding rice for a changing climate by improving adaptations to water saving technologies.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2022Review
- Improvement of Phosphorus Use Efficiency in Rice by Adopting Image-Based Phenotyping and Tolerant Indices.Frontiers in plant science · 2021Article
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Authors and funding
8 authors.
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No grant is acknowledged in the PubMed record.
Abstract
backgroundEarly seedling vigor is an essential trait of direct-seeded rice. It helps the seedlings to compete with weeds for water and nutrient availability, and contributes to better seedling establishment during the initial phase of crop growth. Seedling vigor is a complex trait, and phenotyping by a destructive method limits the improvement of this trait through traditional breeding. Hence, a non-invasive, rapid, and precise image-based phenotyping technique is developed to increase the possibility to improve early seedling vigor through breeding in rice and other field crops.
resultsTo establish and assess the methodology using free-source software, early seedling vigor was estimated from images captured with a digital SLR camera in a non-destructive way. Here, the legitimacy and strength of the method have been proved through screening seven diverse rice cultivars varying for early seedling vigor. In the regression analysis, whole-plant area (WPA) estimated by destructive-flatbed scanner (WPAs) and non-destructive imaging (WPA
conclusionsThe method demonstrated here is affordable and easy to establish as a phenotypic platform. It is suitable for most glasshouses/net houses for characterizing genotypes to understand the plasticity of shoots under a given environment at the seedling stage. The methodology explained in this experiment has been proven to be practical and suggested as a technique for researchers involved in direct-seeded rice. Consequently, it will help in the simultaneous screening of genotypes in large numbers, the identification of donors, and in gaining information on the genetic basis of the trait to design a breeding program for direct-seeded rice.
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