Early detection of cobweb disease infection on<i>Agaricus bisporus</i>sporocarps using hyperspectral imaging

Parrag, V.; Felföldi, József; Baranyai, László; Geösel, András; Firtha, Ferenc

doi:10.1556/aalim.43.2014.suppl.16

Cited by 5 publications

(2 citation statements)

References 12 publications

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“…Baskar et al [ 13 ] proposed an analytical technique using attenuated total reflection-Fourier transform infrared spectroscopy (ATR-FTIR) as a nondestructive testing tool to evaluate the moisture content of bisporus samples, which provided a method for the rapid determination of the storage life of Agaricus bisporus in the edible Agaricus bisporus industry. Parrag et al [ 14 ] used hyperspectral images to test the quality of mushroom bisporus and successfully separated the infected samples of cobweb disease by using the support vector machine method. The proportion of correct classification in each group of samples was more than 80%, and the proportion of correct classification in the verification process was more than 75%.…”

Section: Introductionmentioning

confidence: 99%

Quality Information Detection of Agaricus bisporus Based on a Portable Spectrum Acquisition Device

Zhao

et al. 2023

Foods

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As one of the most popular edible fungi in the market, the quality of Agaricus bisporus will determine its sales volume. Therefore, to achieve rapid and nondestructive testing of the quality of Agaricus bisporus, this study first built a portable spectrum acquisition device for Agaricus bisporus. The Ocean Spectromeper was used to calibrate the spectral data of the device, and the linear regression analysis method was combined to analyze the two. The results showed that the Pearson correlation coefficient of significance between the two was 0.98. Then, the spectral data of Agaricus bisporus were collected, the spectral characteristic wavelength of Agaricus bisporus was extracted by the SPA and PCA algorithms, and the moisture content and whiteness prediction models based on a BP neural network and PLSR, respectively, were built. The parameters of the BP neural network model were optimized by SSA. The R2 values for the final moisture content and the predicted whiteness were 0.95 and 0.99, and the RMSE values were 5.04% and 0.60, respectively. The results show that the portable spectral acquisition and analysis device can be used for the accurate and rapid quality detection of Agaricus bisporus.

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Section: Introductionmentioning

confidence: 99%

Quality Information Detection of Agaricus bisporus Based on a Portable Spectrum Acquisition Device

Zhao

et al. 2023

Foods

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“…Overgrown mushrooms eventually rot and collapse. Further symptoms linked to cobweb disease are brown spotting on caps instigated by germinating spores (Bhatt and Singh 2002 ; Potočnik 2006 ; Parrag et al 2014 ; Carrasco et al 2017 ). In recent time, other Cladobotryum species (mainly C. mycophilum , teleomorph Hypomyces odoratus ; C. varium , teleomorph Hypomyces aurantius ) have more often been reported to cause cob-web diseases including cap spotting and patching on A. bisporus (McKay et al 1999 ; Grogan and Gaze 2000 ; Back et al 2010 , 2012b ; Lee et al 2011 ; Sharma et al 2015 ; Carrasco et al 2016 , 2017 ; Chakwiya et al 2019 ).…”

Section: Introductionmentioning

confidence: 99%

Mycoparasite Hypomyces odoratus infests Agaricus xanthodermus fruiting bodies in nature

2020

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Mycopathogens are serious threats to the crops in commercial mushroom cultivations. In contrast, little is yet known on their occurrence and behaviour in nature. Cobweb infections by a conidiogenous Cladobotryum -type fungus identified by morphology and ITS sequences as Hypomyces odoratus were observed in the year 2015 on primordia and young and mature fruiting bodies of Agaricus xanthodermus in the wild. Progress in development and morphologies of fruiting bodies were affected by the infections. Infested structures aged and decayed prematurely. The mycoparasites tended by mycelial growth from the surroundings to infect healthy fungal structures. They entered from the base of the stipes to grow upwards and eventually also onto lamellae and caps. Isolated H. odoratus strains from a diseased standing mushroom, from a decaying overturned mushroom stipe and from rotting plant material infected mushrooms of different species of the genus Agaricus while Pleurotus ostreatus fruiting bodies were largely resistant. Growing and grown A. xanthodermus and P. ostreatus mycelium showed degrees of resistance against the mycopathogen, in contrast to mycelium of Coprinopsis cinerea . Mycelial morphological characteristics (colonies, conidiophores and conidia, chlamydospores, microsclerotia, pulvinate stroma) and variations of five different H. odoratus isolates are presented. In pH-dependent manner, H. odoratus strains stained growth media by pigment production yellow (acidic pH range) or pinkish-red (neutral to slightly alkaline pH range).

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Application of hyperspectral imaging systems and artificial intelligence for quality assessment of fruit, vegetables and mushrooms: A review

Wieme¹,

Mollazade

Malounas

et al. 2022

Biosystems Engineering

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Early detection of cobweb disease infection onAgaricus bisporussporocarps using hyperspectral imaging

Cited by 5 publications

References 12 publications

Quality Information Detection of Agaricus bisporus Based on a Portable Spectrum Acquisition Device

Quality Information Detection of Agaricus bisporus Based on a Portable Spectrum Acquisition Device

Mycoparasite Hypomyces odoratus infests Agaricus xanthodermus fruiting bodies in nature

Application of hyperspectral imaging systems and artificial intelligence for quality assessment of fruit, vegetables and mushrooms: A review

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