India&rsquo;s economy is heavily reliant on agriculture, with a diverse array of crops grown on vast tracts of land. Fruit cultivation, especially papaya, has become more popular in recent years because of its high nutritional and financial value. To increase yield, maximize resource use and lessen reliance on chemical pesticides, modern techniques like protected cultivation and hydroponics are being used more and more. Fruit crops grown in controlled or semi-controlled environments are still susceptible to nutrient imbalances despite these developments, which can have a substantial impact on plant health, fruit quality and overall productivity. Papaya leaf nutrient deficiencies frequently show up in the early stages of growth and can result in poor fruit development and decreased yield if they are not detected in time. To support early diagnosis and better crop management, the current study focuses on creating an effective method for identifying nutrient deficiencies in papaya leaves using a deep learning (DL) framework based on transfer learning (TL). In this nutrient and micronutrient deficiency study and field work observation during year 2024 to 2026 with different climate and weather conditions done in order to tackle a new but related classification task, in the context of plant health assessment, several well-established architectures including InceptionV3, VGG19, DenseNet and Xception have been widely explored for leaf image analysis. Studies commonly utilize publicly available datasets, such as papaya leaf image repositories hosted on platforms like IEEE DataPort, to fine-tune these models for efficient feature extraction and accurate identification of nutrient and micronutrient deficiency patterns. This body of work demonstrates the growing role of transferring convolutional neural network (CNN) models in advancing automated crop monitoring and decision support systems. 
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CNN Models used in Agriculture- A Comprehensive Study of Nutrients and Micronutrients in Papaya Crop

<div style="text-align: justify;">Groundnut is an important edible oilseed crop of our country and edible oil economy primarily depends upon groundnut production. Secondary and micronutrient fertilization is essential for enhancing the productivity of groundnut crop. Calcium, Magnesium and Sulphur requirements are highest in oil seed crops followed by pulses and least in cereals. The response of groundnut to secondary and micronutrients was studied on sandy loam soils. Combined foliar application of secondary and micronutrients along with RDF recorded significantly highest pod yield of 2654 kg ha-1 and haulm yield of 3603 kg ha-1 as compared to RDF (1500 and 2551 kg ha-1 of pod and haulm yield, respectively) and also the highest uptake of primary nutrients (N, P and K) by haulm and pod at harvest which might be because of highest dry matter production with the combined application of all the nutrients.</div>

<div style="text-align: justify;">Influence of secondary and micronutrients on primary nutrient uptake by groundnut (Arachis hypogaea L.)&nbsp;</div>

<div>Background: A field experiment was conducted during two consecutive Rabi (winter) seasons of 2016-17 and 2017-18 at Sardarkrushinagar Dantiwada Agricultural University, Sardarkrushinagar, Gujarat, India to assess the impact of wheat varieties and integrated nutrient management practices on nutrient content and uptake and soil nutrient status. The soil of the experimental plot was loamy sand in texture, low in organic carbon (0.24%), available nitrogen (159 kg/ha) and Zn (0.41 mg/kg), medium in available phosphorus (38.90 kg/ha) and high in available potash (287 kg/ha). 
 
Methods: Experiment was laid out in a Factorial RBD with three replications, consist of four wheat varieties viz. GW 273, GW 322, GW 451 and GW 496 and six integrated nutrient management (INM) practices viz. control, 100% RDF, 100% RDF + Azotobacter + PSB, 75% RDF + Azotobacter + PSB, 75% RDF + Azotobacter + PSB + ZnSO4 and 50% RDF + 25% N through FYM + Azotobacter + PSB + ZnSO4.&nbsp; 
 
Result: The pooled results indicated that uptake of nitrogen, phosphorus and potassium by grain and straw, grain yield and straw yield were found higher with wheat variety GW 451 as compared to other wheat varieties. Nutrient content in grain and straw was not significantly affected by different wheat varieties. Among nutrient management practices, nitrogen, phosphorus and potassium content, uptake, grain yield and straw of wheat were significantly higher under application of 100% RDF + Azotobacter + PSB. Further, result revealed that different wheat varieties did not bring any significant variation in available nitrogen, phosphorus, potassium, zinc and organic carbon content in soil. Moreover, highest available nitrogen and phosphorus in soil was recorded with the application of 100% RDF + Azotobacter + PSB. However, significantly higher organic carbon and zinc content in soil was observed under 50% RDF + 25% N through FYM + Azotobacter + PSB +ZnSO4.</div>

Effect of Wheat Varieties and Integrated Nutrient Management Practices on Nutrient Content, Uptake and Soil Nutrient Status

The present investigation reports diversity in contents of &nbsp;cell wall components, nutrients and anti-nutrients in flours of lupin genotypes belonging to 3 species viz. Lupinus albus, Lupinus luteus and Lupinus angustifolius. Lupin genotypes exhibited 96.17&plusmn;0.24-98.36&plusmn;0.16% dry matter, 8.33&plusmn;0.18-30.94&plusmn;1.8 g hundred seed weight, 27&plusmn;1.41-36&plusmn;1.0% neutral detergent fibre, 22.25&plusmn;0.92-29.65&plusmn;1.48% acid detergent fibre, 0.85&plusmn;0.21-3.4&plusmn;0.71% lignins, 21.05&plusmn;2.33-26.90&plusmn;0.85% cellulose, 4.15&plusmn;1.2-10.75&plusmn;0.49% hemi-cellulose, 7.0&plusmn;0.1-10.1&plusmn;0.42% oil, 15.87&plusmn;0.88-30.1&plusmn;2.52% proteins, 9.02&plusmn;0.24-21.69&plusmn;1.33 mg/g sucrose and 29.70&plusmn;1.43-55.49&plusmn;2.25 mg/g starch. The contents of different anti-nutrients were in the range of 0.29&plusmn;0.04-0.52&plusmn;0.07 mg/g phytic acid, 0.85&plusmn;0.17-2.75&plusmn;0.06 mg/g saponins, 0.61&plusmn;0.10-1.34&plusmn;0.05 mg/g tannins, 1.80&plusmn;0.07-3.64&plusmn;0.13 mg/g total phenols and 85.63&plusmn;2.06-182.9&plusmn;17.6 mg/g amylase inhibitor activity. Lectins were absent in all lupin genotypes as well as in chickpea check &lsquo;GPF-2&rsquo;. Carotenoids isochromic red and yellow fractions in lupin genotypes were 0.21&plusmn;0.06-2.22&plusmn;0.31 and 0.71&plusmn;0.15-9.35&plusmn;1.98 mg/g, respectively. The activities of lipoxygenases (LOX) varied from 3.6&plusmn;0.85-10.95&plusmn;1.63 units/g for LOX-I and 3.1&plusmn;0.71-9.8&plusmn;0.1 units/g for LOX-II isozymes. All the lupin genotypes exhibited higher dry matter, acid detergent fibre, cellulose, oil, sucrose, phytic acid content and lower LOX-I and II activities as compared to chickpea check variety &lsquo;GPF-2&rsquo; at 5% level of significance. White lupins, Kiev Mutant and Andromeda were found to be better in nutritional quality as compared to chickpea check and other lupin genotypes studied. 
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Comparison of cell wall constituents, nutrients&nbsp;and anti-nutrients of lupin genotypes

<div>A field experiment was conducted at College of Agriculture (RVSKVV), Indore during kharif 2013 to study the effect of different sources of plant nutrients on productivity, profitability nutrient uptake and soil fertility of soybean in relation to eight nutrient management treatments (T1: RDF- recommended dose of fertilizer (N:P:K:S @ 30:60:30:30 kg/ha), T2: RDF + Rhizobium + PSB (20 g/kg seed), T3: RDF + 50 kg ZnSO4/ha + Rhizobium + PSB, T4: RDF + 1 g (NH4)2MoO4/kg seed + Rhizobium + PSB, T5: RDF + 5 kg Borax/ha + Rhizobium + PSB, T6: RDF + 10 kg FeSO4/ha + Rhizobium &nbsp;+ PSB, T7: RDF + 25 kg MnSO4/ha + Rhizobium + PSB and T8: RDF + FYM 5 t/ha + Rhizobium + PSB.). Highest seed yield (844 kg/ha) was obtained under T4, which was at par with T8. The maximum gross returns (`36,376/ha), net returns (`20,132/ha), B:C ratio (2.24), production efficiency (7.47 kg/ha/day) and economic efficiency (`178.16/ha) was also recorded under T4 treatment. Significantly higher nutrient uptake (52.50 and 22.79 kg N, 3.28 and 6.0 kg P, 17.84 and 24.79 kg K, 85.83 and 382.55 g Fe, 67.50 and 313.02 g Mn and 0.27 and 3.96 g Mo/ha by seed and stover, respectively) were obtained under T4. However, the highest uptake of Zn (41.39 and 40.55 g/ha by seed and stover, respectively) was recorded in T3 followed by T8. While the significantly higher uptake of B by seed and stover (24.17 and 40.80 g/ha) was recorded with the application of RDF + 5 kg Borax/ha + Rhizobium + PSB. Application of RDF + FYM 5 t/ha + Rhizobium + PSB (T8) significantly enhanced the available organic carbon (0.40%), N (174.0 kg/ha) and P2O5 (18.67 kg/ha) which was at par with T4. Higher Fe content in soil (4.81 mg/kg soil) was noted with T6, while maximum Mn (2.0 mg/kg soil) was found under T7. Maximum Zn content (0.56 mg/kg soil) was found with the application of T3, whereas, the maximum Mo content (0.048 mg/kg soil) was recorded in T4.&nbsp;</div>

<div>Influence of Different Sources of Plant Nutrients on Soil Fertility, Nutrient Uptake and Productivity of Soybean under Vertisols</div>

<div>Background: The excessive usage of chemical fertilizers and the negligence on soil health regarding the conservation and use of organic sources of nutrients have not only caused the exhaustion of soil nutrient reserves but also resulted in soil health problems which is not conducive to achieving consistent increase in agricultural production. The beneficial influence of organic matter on the physical, chemical and biological properties of the soil is well known, the full appreciation of the same remains which is unfortunately ignored in modern agriculture. The regular recycling of organic wastes in the soil is the most efficient method of maintaining optimum nutrient reserves of soil and nutrient uptake by the plant. The Present Study was conducted to evaluate the nutrient status of soil under integrated usage of organic and inorganic sources. 
 
Methods: A field experiment entitled &ldquo;Nutrient Management Interventions in Rice-Ragi Sequence&rdquo; was conducted during kharif and rabi seasons of 2017-18 and 2018-19 on sandy loam soil of the Agricultural College Farm, Bapatla. The seven treatments consisted of T1: 100% RDF (100-60-40 kg N-P-K ha-1); T2: 100% RDF + Soil application of ZnSO4 @ 50 kg ha-1; T3: 125% RDF+Soil application of ZnSO4 @ 50 kg ha-1; T4: 75% RDF + Poultrymanure&nbsp; @ 0.82 t ha-1 + Soil application of ZnSO4 50 kg ha-1; T5: 75% RDF + FYM @ 5.0 t ha-1 + Soil application of ZnSO4 @ 50 kg ha-1; T6:50% RDF + Poultrymanure @ 1.6 t ha-1 + Soil application of ZnSO4 @ 50 kg ha-1 and T7: 50% RDF + FYM @ 10 t ha-1 + Soil application of ZnSO4 @ 50 kg ha-1. The experiment was laidout in randomized block design with seven treatments and replicated thrice during kharif rice and in rabi each kharif treatment was subdivided into four sub treatments (S1: Nofertilizer, S2: 100% RDF, S3:75% RDF and S4:50% RDF) and hence, The split plot design was adopted in rabi. Total No.of plots per each replication in the rabi was 28 (7x4=28).&nbsp; 
 
Result: Nutrient content and uptake of nitrogen, phosphorus, potassium and zinc have increased significantly with the fertility levels and organics. 50% RDF + FYM @ 10 t ha-1 + ZnSO4 @ 50 kg ha-1 recorded the highest nitrogen, phosphorus, potassium and zinc contents and uptakes in grain and straw of rice. In no till rabi ragi, N, P, K, Zn and calcium content and uptake in grain and straw were found to be significantly superior with 100% RDF (S2) to the rest of the treatments in both the years and in pooled data.</div>

Effect of Nutrient Management Interventions on Nutrient Uptake of Rice-zero Till Ragi under Coastal Lands

<div>Background: Cowpea [Vigna unguiculata (L.) Walp] is the most widely cultivated pulse crop of Kerala. Deficiencies of micronutrients viz., Zn and B are a common problem in cowpea. Foliar nutrition is very effective to correct the micronutrient deficiencies in pulses but it is too laborious. Seed pelleting and priming are two simple cost-effective methods to overcome the micronutrient deficiencies. The present study aimed to study the effect of seed invigouration with zinc sulphate and borax and to evaluate its effect along with Trichoderma viride on nutrient uptake and soil nutrient status of grain cowpea. 
 
Methods: The experiment was conducted at Coconut Research Station, Balaramapuram, Thiruvananthapuram, Kerala. The experiment was conducted in RBD with 8 seed invigouration treatments and a control during Rabi 2018. 
 
Result: Seed invigouration treatments had significant effect on nutrient uptake and nutrient availability. Seeds primed in ZnSO4 0.05 per cent for 4h recorded the highest NPK uptake by crop, the highest soil organic carbon content, available N and Zn status. Zinc uptake by crop and available soil K status were recorded the highest in seed primed in ZnSO4 0.05 per cent for 4h + Trichoderma viride seed treatment 10 g kg-1 seed. Boron uptake by crop and available soil B and P status were recorded the highest in seeds pelleted with borax 100 mg kg-1 seed. Hence it can be concluded that seed primed in ZnSO4 with 0.05 per cent for 4 h improved the Zn availability and uptake and seed pelleting with borax 100 mg kg-1 improved the B availability and uptake of grain cowpea.</div>

<div style="text-align:justify">Influence of Seed Invigouration Treatments on Nutrient Uptake and Soil Nutrient Status of Grain Cowpea [Vigna unguiculata (L.) Walp]</div>

<div>Background:&nbsp;Weeds are the major biological constraint in okra due to its slow initial growth and wider row spacing. Due to severe crop weed competition, weeds removed considerable amount of nutrients from the soil. Competition exists between the crop and weed for nutrients results in nutrient deficiencies in crop. Hence the present experiment is formulated to assess the effect of stale seedbed, mulching and mechanical weeding on nutrient availability, nutrient uptake by crop and weed in okra. 
 
Methods: Experiment was conducted at Coconut Research Station, Balaramapuram, Thiruvananthapuram, Kerala during Rabi 2020-21. Design adopted for the study was RBD with two factors. The first factor was seedbed preparation (S) and the second factor was weed management (W). Stale seedbed (S1) and normal seedbed (S2) were the two different seedbed preparation methods and dried banana leaf mulch @10 t ha-1 alone (W1), dried banana leaf mulch @10 t ha-1 fb wheel hoe weeding at 30 and 45 DAS (W2), dried banana leaf mulch @10 t ha-1 fb hand weeding at 30 and 45 DAS (W3), wheel hoe weeding at 15, 30 and 45 DAS (W4), hand weeding at 15, 30 and 45 DAS (W5) and weedy check (W6) were the six different weed management options tried. Soil samples were collected after the harvest of the crop to determine the nutrient availability. Weed samples at 30 and 60 DAS and plant samples at harvest were analyzed to determine the NPK content and respective uptake of nutrients were calculated by multiplying the nutrient content with DMP. 
 
Result: Stale seedbed significantly enhanced the dry matter production and nutrient uptake by okra at harvest and lowered the nutrient removal by weeds at 30 and 60 DAS. Compared to non-stale, stale seedbed recorded significantly higher fruit yield. Among the weed management, wheel hoe weeding at 15, 30 and 45 DAS, recorded the lowest total weed dry weight at 30 and 60 DAS and resulted in the highest NPK uptake by crop and fruit yield. Uncontrolled weed growth resulted in a loss of 81.33, 18.16 and 50.84 kg N:P:K ha-1&nbsp;at 30 DAS and 102.09, 57.90 and 55.31 kg N:P:K ha-1 at 60 DAS, respectively. Nutrient removal by weeds was the lowest in wheel hoe weeding at 15, 30 and 45 DAS and the highest in weedy check. It could be concluded that, wheel hoe weeding at 15, 30 and 45 DAS was the best option for the management of weeds, higher nutrient availability and uptake and yield in okra.</div>

Nutrient Availability and Nutrient Uptake by Crop and Weed as Influenced by Stale Seedbed, Mulching and Mechanical Weeding in Okra

Background: Plant nutrient deficiency is the major challenge in agriculture results in lower crop yield and quality. This may lower the farmer&rsquo;s income by reducing marketable value. In other hand, eating nutrient dense vegetables is the most cost effective strategy to combat malnutrition. The efficiency of inorganic micronutrients applied into soils is low as they become easily fixed to soil particles. Hence, exogenous application of nutrients is an effective option to enhance plant nutrient use efficiency.&nbsp; 
 
Methods: This study was conducted at SRM College of Agricultural Sciences, Chengalpattu, Tamil Nadu during 2022-2023 to alleviate nutrient insufficiency challenges in bhendi variety Senora by using Randomized block design with seven different treatments viz., T1- Control, T2- Nutrient consortia 1 (N + K + B + Fe+ Mn + Zn @ 1% ), T3- Nutrient consortia 2 (N + K + Fe+ Cu + B @ 1%), T4- Nutrient consortia 3 (N + K + Mg + B + Fe + Zn @ 1%), T5- Nutrient consortia 4 (T2 + NAA + SA@ 1%), T6- Nutrient consortia 5 (T3 + NAA + SA @ 1%), T7- Nutrient consortia 6 (T4 + NAA + SA @ 1%), sprayed at 30, 45 and 60 days after sowing.&nbsp;&nbsp; 
 
Result: Various physiological, biochemical, yield and quality parameters were measured to evaluate the effects of Nutrient consortia. The results of field experiment strongly improved that the eight biochemical parameters viz., chlorophyll a, chlorophyll b, total chlorophyll content, chlorophyll a/b ratio, chlorophyll stability index, leaf soluble protein, lipid peroxidation by melondialdehyde and proline content. The yield and quality traits such as number of fruits per plant, total fruit yield, total phenolics and total antioxidants activity were significantly increased through application of Nutrient consortia 6 followed by Nutrient consortia 4. So this can be used as yield and quality enhancer formulation of bhendi crops.

Foliar Nutrient Application with Macro and Micro Nutrients Alters Yield and Total Antioxidative Capacity of Bhendi (Abelmoschus esculentus)

<div>A field experiment was conducted during the rabi seasons of 2012-13 and 2013-14 to study the influence of sowing window, nutrient dose and foliar spray on yield and nutrient uptake of pigeonpea on sandy loam soil which was low in available nitrogen, medium in available phosphorus and available potassium. The experiment was conducted in a split-split plot design, consisting of three sowing windows in main plots, three nutrient doses in sub-plots and two foliar sprays in sub-sub plots. Crop sown during II FN of September produced significantly higher seed and stalk yield, nutrient content and uptake. Application of 30-60-20 kg N, P2O5 and K2O ha-1 improved seed yield, stalk yield, nutrient content and uptake of redgram. Higher seed yield, stalk yield and nutrient uptake by the crop was recorded with foliar application of NAA (25 ppm) and DAP (2 per cent) applied at 60 and 80 DAS. Interaction between sowing window and nutrient doses, sowing window and foliar sprays were significant in influencing yield of pigeonpea.&nbsp;</div>

CNN Models used in Agriculture- A Comprehensive Study of Nutrients and Micronutrients in Papaya Crop

Influence of secondary and micronutrients on primary nutrient uptake by groundnut (Arachis hypogaea L.)

Effect of Wheat Varieties and Integrated Nutrient Management Practices on Nutrient Content, Uptake and Soil Nutrient Status

Comparison of cell wall constituents, nutrients and anti-nutrients of lupin genotypes

Influence of Different Sources of Plant Nutrients on Soil Fertility, Nutrient Uptake and Productivity of Soybean under Vertisols

Effect of Nutrient Management Interventions on Nutrient Uptake of Rice-zero Till Ragi under Coastal Lands

Influence of Seed Invigouration Treatments on Nutrient Uptake and Soil Nutrient Status of Grain Cowpea [Vigna unguiculata (L.) Walp]

Nutrient Availability and Nutrient Uptake by Crop and Weed as Influenced by Stale Seedbed, Mulching and Mechanical Weeding in Okra

Foliar Nutrient Application with Macro and Micro Nutrients Alters Yield and Total Antioxidative Capacity of Bhendi (Abelmoschus esculentus)

Yield and Nutrient Uptake of Pigeonpea [Cajanus cajan (L.)] as Influenced by Sowing Window, Nutrient Dose and Foliar Sprays