• Title/Summary/Keyword: Fruit detection

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Apple detection dataset with visibility and deep learning detection using adaptive heatmap regression (가시성을 표시한 사과 검출 데이터셋과 적응형 히트맵 회귀를 이용한 딥러닝 검출)

  • Tae-Woong Yoo;Dasom Seo;Minwoo Kim;Seul Ki Lee;Il-Seok, Oh
    • Smart Media Journal
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    • v.12 no.10
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    • pp.19-28
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    • 2023
  • In the fruit harvesting field, interest in automatic robot harvesting is increasing due to various seasonality and rising harvesting costs. Accurate apple detection is a difficult problem in complex orchard environments with changes in light, vibrations caused by wind, and occlusion of leaves and branches. In this paper, we introduce a dataset and an adaptive heatmap regression model that are advantageous for robot automatic apple harvesting. The apple dataset was labeled with not only the apple location but also the visibility. We propose a method to detect the center point of an apple using an adaptive heatmap regression model that adjusts the Gaussian shape according to visibility. The experimental results showed that the performance of the proposed method was applicable to apple harvesting robots, with MAP@K of 0.9809 and 0.9801 when K=5 and K=10, respectively.

Isolation and Development of Quantification Method for Cyanidin-3-Glucoside and Cyanidin-3-Rutinoside in Mulberry Fruit by High-Performance Countercurrent Chromatography and High-Performance Liquid Chromatography

  • Choi, Soo-Jung;Jeon, Heejin;Lee, Chang Uk;Yoon, Shin Hee;Bae, Soo Kyung;Chin, Young-Won;Yoon, Kee Dong
    • Natural Product Sciences
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    • v.21 no.1
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    • pp.20-24
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    • 2015
  • Cyanidin-3-glucoside (C3G) and cyanidin-3-rutinoside (C3R) were isolated by high-performance countercurrent chromatography (HPCCC) using a two-phase solvent system composed of tert-butyl methyl ether/n-butanol/acetonitrile/water/trifluoroacetic acid (1 : 3 : 1 : 5 : 0.01, v/v) to give pure C3G (34.1 mg) and C3R (14.3 mg) from 1.5 g crude mulberry fruit extract. Using the pure C3G and C3R, a reliable high-performance liquid chromatography (HPLC) method was developed and validated to determine the C3G and C3R contents in mulberry fruit. C3G and C3R were separated simultaneously using an Eclipse XDB-C18 column ($4.6{\times}250mm$ I.D., $5{\mu}m$) coupled with a photodiode array detector (PDA). The gradient elution of the mobile phase consisting of acetonitrile (0.5% formic acid) and water (0.5% formic acid) was applied (1.0 mL/min), and the detection wavelength was 520 nm. The calibration curves of C3G and C3R showed good linearity (both with $r^2=0.9996$) in the concentration range $15.625-500{\mu}g/mL$, and the relative standard deviations (RSD%) of intra- and inter-day variability were in the ranges 2.1 - 8.2% and 4.1 - 17.1%, respectively. The accuracies were ranged 96.5 - 102.6% for C3G and C3R, respectively. The developed HPLC method was used to determine the contents of C3G and C3R in newly harvested mulberry from eight different provinces of Korea.

Improved RNA extraction for fruit tree viruses in RT-PCR assay

  • Lee, Sin-Ho;Kim, Hyun-Ran;Kim, Jae-Hyun;Kim, Jeong-Soo
    • Proceedings of the Korean Society of Plant Pathology Conference
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    • 2003.10a
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    • pp.139.1-139
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    • 2003
  • Tissues from woody plant contain higher amount of phenolic compounds and polysaccharides, which give inhibitory effects on reverse transcriptase and/or Taq ploymerase. The common multiple-step protocols using several additives to inhibit polyphenoic compounds during nucleic acid extraction are time consuming and laborious. Sodium sulfite (Na$_2$SO$_3$) was used as inhibitor of polyphenolic oxidases in extraction buffer and compare it's effect between commercial RNA extraction kit and small-scale double-stranded RNA (dsRNA) extraction by RT-PCR. During nucleic acid extraction procedure, addition of 0.5%-1.5% (w/v) sodium sulfite to Iysis buffer or STE buffer resulted in lighter color change than extracts without sodium sulfite and improve the RT-PCR detection. When commercial RNA extraction kit used, optimal concentration of sodium sulfite were variable according to the host plant. However, using dsRNA as RT-PCR template, 1.5% sodium sulfite in STE buffer improves the detection of both viruses and unspecific amplifications were reduced significantly, Furthermore, when viruses existed at low titers in host plant, small-scale dsRNA extractions were very reliable.

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PCR Based Detection of Phellinus linteus using Specific Primers Generated from Universal Rice Primer(URP) Derived PCR Polymorphic Band

  • Kang, Hee-Wan;Park, Dong-Suk;Park, Young-Jin;Lee, Byoung-Moo;Cho, Soo-Muk;Kim, Ki-Tae;Seo, Geon-Sik;Go, Seung-Joo
    • Mycobiology
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    • v.30 no.4
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    • pp.202-207
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    • 2002
  • This study was carried out to develop specific primers for PCR detection of Phellinus linteus. Diverse genomes of 15 Phellinus spp. including five Phellinus linteus isolates were fingerprinted by Primer Universal rice primer(URP)1F. The URP-PCR pattern differentiated P. linteus isolates from other phellinus spp. A polymorphic band(2.8 kb), which is unique for P. linteus isolates, was isolated and sequenced. Twenty four-oligonucleotide primer pairs were designed based on information of DNA sequence. The primer set(PLSPF2/PLSPR1) amplified single band(2.2 kb) of expected size with genomic DNA from seven Phellinus linteus, but not with that of other Phellinus species tested. The primers could be used identically in both DNA samples from mycelium and fruit bodies. This specific primers could offer a useful tool for detecting and identifying P. linteus rapidly.

A Simple and Reliable Molecular Detection Method for Tomato yellow leaf curl virus in Solanum lycopersicum without DNA Extraction

  • Yoon, Ju-Yeon;Kim, Su;Choi, Gug-Seoun;Choi, Seung-Kook
    • Research in Plant Disease
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    • v.21 no.3
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    • pp.180-185
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    • 2015
  • In the present work, a pair of primers specific to Tomato yellow leaf curl virus (TYLCV) was designed to allow specific amplification of DNA fragments from any TYLCV isolates using an extensive alignment of the complete genome sequences of TYLCV isolates deposited in the GenBank database. A pair of primers which allows the specific amplification of tomato ${\beta}$-tubulin gene was also analyzed as an internal PCR control. A duplex PCR method with the developed primer sets showed that TYLCV could be directly detected from the leaf crude sap of infected tomato plants. In addition, our developed duplex PCR method could determine PCR errors for TYLCV diagnosis, suggesting that this duplex PCR method with the primer sets is a good tool for specific and sensitive TYLCV diagnosis. The developed duplex PCR method was further verified from tomato samples collected from some farms in Korea, suggesting that this developed PCR method is a simple and reliable tool for rapid and large-scale TYLCV detections in tomato plants.

Research on the Variable Rate Spraying System Based on Canopy Volume Measurement

  • Hu, Kaiqun;Feng, Xin
    • Journal of Information Processing Systems
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    • v.15 no.5
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    • pp.1131-1140
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    • 2019
  • Characteristics of fruit tree canopies are important target information for adjusting the pesticide application rate in variable rate spraying in orchards. Therefore, the target detection of the canopy characteristics is very important. In this study, a canopy volume measurement method for peach trees was presented and a variable rate spraying system based on canopy volume measurement was developed using the ultrasonic sensing, one of the most effective target detection method. Ten ultrasonic sensors and two flow control units were mounted on the orchard air-assisted sprayer. The ultrasonic sensors were used to detect the canopy diameters and the flow controls were used to modify the flow rate of the nozzles in real time. Two treatments were established: a constant application rate of $300Lha^{-1}$ was set as the control treatment for the comparison with the variable rate application at a $0.095Lm^{-3}$ canopy. The tracer deposition at different parts of peach trees and the tracer losses to the ground (between rows and within rows) were analyzed in detail under constant rate and variable rate application. The results showed that there were no significant differences between two treatments in the liquid distribution and the capability to reach the inner parts of the crop canopies.

Elimination of Grapevine fleck virus from infected grapevines 'Kyoho' through meristem-tip culture of dormant buds (휴면아 경정 배양법을 통한 포도 '거봉' 에서 Grapevine fleck virus의 제거)

  • Kim, Mi Young;Cho, Kang Hee;Chun, Jae An;Park, Seo Jun;Kim, Se Hee;Lee, Han Chan
    • Journal of Plant Biotechnology
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    • v.44 no.4
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    • pp.401-408
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    • 2017
  • Herein, we report the meristem-tip culture from dormant buds of grape 'Kyoho' single-infected with Grapevine fleck virus (GFkV), which is phloem-limited and transmitted by graft inoculation. We produced GFkV-free shoots without thermo- or chemotherapy using meristem-tip explants approximately 0.3 mm (73 explants) and 0.8 mm long (five explants) including shoot apical meristem, 2-5 leaf primordia, and 1-4 uncommitted primordia from dormant buds of the infected woody cuttings (stored at $4^{\circ}C$). Explants were cultured on Murashige and Skoog (MS) medium supplemented with 3% sucrose, 3.0 mg/L benzyladenine (BA) and 0.1 mg/L indole-3-butyric acid (IBA). After 16 weeks of culture, shoot (10-mm long) regeneration frequency achieved from 0.3-mm explants was 4.1% and that obtained from 0.8-mm explants was 40.0%. Virus-free efficiency (expressed as the percentage of RT-PCR negative shoots regenerated) from 0.3- and 0.8-mm explants was 100% and 50%, respectively. Following in vitro multiplication, RT-PCR assays revealed identical results to assays of the first regenerated shoots. Our new methodological approach could be applied for eliminating other viruses in grapevines, as well as for producing virus-free plants in many other deciduous tree species, including fruit trees.

Detection of Irradiated Fruits Using the DNA Comet Assay (DNA Comet Assay를 이용한 과일의 방사선 조사 확인)

  • Oh, Kyong-Nam;Park, Jun-Young;Kim, Kyeung-Eun;Yang, Jae-Seung
    • Korean Journal of Food Science and Technology
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    • v.32 no.3
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    • pp.531-537
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    • 2000
  • The simple microgel electrophoresis of single cells, a 'comet assay', on fruit seeds enabled the rapid identification of irradiated fruits by comparing the intact non-irradiated cells and the damaged cells of irradiated fruits. Grapes and plums were irradiated with 0.1, 0.5, 0.7, 1.0 kGy and strawberries, peaches, apples, and nectarines were irradiated with only 1.0 kGy. Seeds were isolated, crushed, and the suspended cells were embedded in an agarose layer. After lysis of the cells, they were subjected to microgel electrophoresis for 2 minutes, and then stained. The DNA radiation-induced fragmentation of all the fruits stretched and migrated out of the cells forming a tail toward the anode giving the appearance of a comet, while the undamaged cells appeared as intact nuclei without tails. Grape and plum seeds irradiated at 0.5 kGy and higher showed significant increases in tail length. With increasing the irradiation doses, longer extention of the DNA from the nucleus toward the anode was observed. Strawberry, peach, apple, and nectarine seeds irradiated with 1.0 kGy also showed the longer tails than non-irradiated ones. DNA comet assay as a rapid and inexpensive screening technique could be an officially validated method for the detection of irradiated fruits.

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A Novel Sensor Based on Electropolymerization Poly(safranine) Film Electrode for Voltammetric Determination of 4-Nitrophenol

  • Liu, Xing-Yuan
    • Bulletin of the Korean Chemical Society
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    • v.31 no.5
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    • pp.1182-1186
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    • 2010
  • A novel poly(safranine)-modified electrode has been constructed for the determination of 4-nitrophenol (4-NP) in natural water sample. The electrochemical behavior of poly(safranine) film electrode and its electrocatalytic activity toward 4-NP were studied in detail by cyclic voltammetry (CV) and adsorptive linear stripping voltammetry (LSV). All experimental parameters were optimized and LSV was proposed for its determination. In optimal working conditions, the reduction current of 4-NP at this poly(safranine)-modified electrode exhibited a good linear relationship with 4-NP concentration in the range of $8.0{\times}10^{-8}$ to $4.0{\times}10^{-5}mol\;L^{-1}$. The detection limit was $3.0{\times}10^{-8}mol\;L^{-1}$. The high sensitivity and selectivity of the sensor were demonstrated by its practical application for the determination of trace amounts of 4-NP in natural water and fruit samples.

Quantitative Analysis of chiisanoside in Acanthopanax Species by HPLC

  • Lee, Jeong-Min;Kim, Hye-Min;Lee, Sang-Hyun
    • Natural Product Sciences
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    • v.13 no.2
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    • pp.148-151
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    • 2007
  • High performance liquid chromatography (HPLC) was used for the analysis of chiisanoside in Acanthopanax species. A reverse-phase system using a gradient of H$_2$O and acetonitrile as the mobile phase was developed and a wavelength of detection was at 210 nm. The analysis was successfully carried out for 30 min. Chiisanoside was measured in the fruit, stem and root of A. sessiliflorus, A. koreanus, A. divaricatus and A. senticosus.