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Aditya Jha

In my last post, I shared about our research paper “𝗜𝗻𝗰𝗲𝗽𝘁𝗶𝗼𝗻𝗙𝗹𝗼𝗿𝗮.” Today, I’d like to take you behind the scenes into the problem we tackled, the challenges we faced, and the approach that shaped our results. 𝗣𝗿𝗼𝗯𝗹𝗲𝗺 𝗦𝘁𝗮𝘁𝗲𝗺𝗲𝗻𝘁: Traditional plant identification methods are 𝘀𝗹𝗼𝘄, 𝗺𝗮𝗻𝘂𝗮𝗹, and often 𝗶𝗻𝗮𝗰𝗰𝘂𝗿𝗮𝘁𝗲, especially in 𝘂𝗻𝗰𝗼𝗻𝘁𝗿𝗼𝗹𝗹𝗲𝗱 𝗲𝗻𝘃𝗶𝗿𝗼𝗻𝗺𝗲𝗻𝘁𝘀. They require 𝗲𝘅𝗽𝗲𝗿𝘁 𝗸𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 and are difficult to scale for 𝗮𝗴𝗿𝗶𝗰𝘂𝗹𝘁𝘂𝗿𝗲 and 𝗯𝗶𝗼𝗱𝗶𝘃𝗲𝗿𝘀𝗶𝘁𝘆 𝗺𝗼𝗻𝗶𝘁𝗼𝗿𝗶𝗻𝗴. 𝗖𝗵𝗮𝗹𝗹𝗲𝗻𝗴𝗲𝘀 𝗔𝗱𝗱𝗿𝗲𝘀𝘀𝗲𝗱: • 𝗟𝗶𝗺𝗶𝘁𝗲𝗱 𝗴𝗲𝗻𝗲𝗿𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻 across species • 𝗢𝘃𝗲𝗿𝗳𝗶𝘁𝘁𝗶𝗻𝗴 with small datasets • 𝗛𝗶𝗴𝗵 𝗰𝗼𝗺𝗽𝘂𝘁𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗰𝗼𝘀𝘁 of deep learning • 𝗟𝗼𝘄 𝗶𝗻𝘁𝗲𝗿𝗽𝗿𝗲𝘁𝗮𝗯𝗶𝗹𝗶𝘁𝘆 in pure deep learning systems 𝗢𝘂𝗿 𝗔𝗽𝗽𝗿𝗼𝗮𝗰𝗵: We developed a 𝗵𝘆𝗯𝗿𝗶𝗱 𝗔𝗜 𝗳𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 that combines 𝗱𝗲𝗲𝗽 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 with 𝗰𝗹𝗮𝘀𝘀𝗶𝗰𝗮𝗹 𝗺𝗮𝗰𝗵𝗶𝗻𝗲 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 for improved 𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲, 𝗶𝗻𝘁𝗲𝗿𝗽𝗿𝗲𝘁𝗮𝗯𝗶𝗹𝗶𝘁𝘆, and 𝗲𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆. The 𝗜𝗻𝗰𝗲𝗽𝘁𝗶𝗼𝗻𝗩𝟯 model was used for 𝗳𝗲𝗮𝘁𝘂𝗿𝗲 𝗲𝘅𝘁𝗿𝗮𝗰𝘁𝗶𝗼𝗻, while 𝗦𝗩𝗠 and 𝗞𝗡𝗡 handled 𝗰𝗹𝗮𝘀𝘀𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻.This reduced 𝗼𝘃𝗲𝗿𝗳𝗶𝘁𝘁𝗶𝗻𝗴, improved 𝗲𝘅𝗽𝗹𝗮𝗶𝗻𝗮𝗯𝗶𝗹𝗶𝘁𝘆, and kept computations 𝗹𝗶𝗴𝗵𝘁𝘄𝗲𝗶𝗴𝗵𝘁. 𝗞𝗲𝘆 𝗛𝗶𝗴𝗵𝗹𝗶𝗴𝗵𝘁𝘀: • 𝟴𝟰.𝟲% 𝗮𝗰𝗰𝘂𝗿𝗮𝗰𝘆 on raw plant images • 𝗟𝗼𝘄𝗲𝗿 𝗰𝗼𝘀𝘁 than end-to-end deep learning • 𝗠𝗼𝗯𝗶𝗹𝗲 & 𝗲𝗺𝗯𝗲𝗱𝗱𝗲𝗱-𝗳𝗿𝗶𝗲𝗻𝗱𝗹𝘆 • Strong potential for 𝗮𝗴𝗿𝗶𝗰𝘂𝗹𝘁𝘂𝗿𝗲, 𝗲𝗰𝗼𝗹𝗼𝗴𝘆, and 𝗰𝗼𝗻𝘀𝗲𝗿𝘃𝗮𝘁𝗶𝗼𝗻 I am grateful to my 𝗰𝗼-𝗮𝘂𝘁𝗵𝗼𝗿𝘀 for their collaboration and support. This project reinforced how 𝗰𝗼𝗺𝗯𝗶𝗻𝗶𝗻𝗴 𝗺𝗼𝗱𝗲𝗿𝗻 𝗔𝗜 𝗮𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲𝘀 with 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗮𝗹 𝗱𝗲𝘀𝗶𝗴𝗻 leads to 𝗿𝗲𝗮𝗹-𝘄𝗼𝗿𝗹𝗱 𝗶𝗺𝗽𝗮𝗰𝘁. I look forward to continuing to explore how 𝗔𝗜, 𝗺𝗮𝗰𝗵𝗶𝗻𝗲 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴, and 𝗱𝗲𝗲𝗽 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 can address 𝘀𝘂𝘀𝘁𝗮𝗶𝗻𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝗰𝗵𝗮𝗹𝗹𝗲𝗻𝗴𝗲𝘀 through intelligent, deployable systems. Read more on SpringerLink: https://lnkd.in/gRDE6jgj #AI #DeepLearning #MachineLearning #Research #SpringerNature #ICSCPS2024 #ComputerVision #ArtificialIntelligence #Innovation #Sustainability #SmartSystems #AcademicResearch

ChunMin Peng

🌍 While global leaders debate climate solutions at #COP30, TCHAR is actively implementing them. We believe "Nature-based Solutions" should be about action, not just slogans. Today, I am excited to share a major milestone for the #TCHAR team that demonstrates our #EBC-certified biochar is a tangible, valuable, and market-ready solution. TCHAR's Key Milestone: Our strategic partner, #MCHAR, using TCHAR’s EBC-standard feed-grade biochar, has officially passed the first stage of import approval from the Malaysian government! 👏 😊 Why This Matters for Investors: 🔅 1. Execution Over Concept: While COP30 debates how to cut methane, our product is already opening the Asian market. Malaysia is now set to become the first Asian country to adopt the EBC Feed+ standard, with field tests scheduled for 2026 aimed directly at reducing livestock methane emissions. 🔅 2. Proven Market & Regulatory Access: This success is intentional. Since TCHAR attained our EBC certification in early 2024, our team has dedicated 12 months to intensive R&D and collaboration with partners. We've demonstrated our ability to produce a product that meets the world's highest standards (EBC, CSI) and to navigate complex regulatory challenges. 🔅 3. Investing in the "Source" of the Solution: TCHAR is not just a biochar producer; we are a key enabler of climate solutions. MCHAR's success in Malaysia is a clear validation of TCHAR's high-quality, scalable, and commercially viable product. Our Mission Is Clear: At TCHAR, we don’t wait for the future. We are building it. We are actively seeking strategic partners and investors eager to fund real action. If you are interested in expanding this proven green technology, send me a direct message. Let's discuss how TCHAR is leading this change. #TCHAR #Biochar #COP30 #ClimateAction #ClimateTech #MethaneReduction #EBC #ESG #ImpactInvesting #GreenFinance #Investment #Malaysia #AgriTech #NatureBasedSolutions

Santhosh Ramamurthy

@santoshramam

🚀 Exciting news! We just published our latest blog: "Robotics Meets Roots: Automation Opportunities for New Agro-Entrepreneurs in 2026" https://t.co/Sb5N7zqDPC #Agritech #AgricultureTech #Robotics #Entrepreneurship #FarmTech #Innovation #StartupOpportunities

Kumar Saurav

Glimpses from an insightful and knowledge-driven case discussion on “Empowering FPOs through Digital & ICT Tools”, led by Prof. Shweta Jha, Marketing Department, Indian Institute of Management, Ranchi, during the Capacity Building Training Program for MPCS representatives under the aegis of Sidho-Kanho Agriculture and Forest Produce State Co-operative Federation Limited (SIDHKOFED) at Co-operative Training Centre (CTC–Fudi), Ranchi. It was a truly enriching experience to learn and exchange perspectives alongside Prof. Shweta Jha, especially on leveraging digital technologies, data-driven systems, and ICT-led interventions for strengthening Farmer Producer Organizations and enabling sustainable, market-oriented growth at the grassroots level. Driven and committed towards fostering innovation, digital enablement and impactful community development. Sidho-Kanho Agriculture and Forest Produce State Co-operative Federation Limited (SIDHKOFED) Indian Institute of Management, Ranchi Better World Foundation #DigitalTransformation #CapacityBuilding #FPO #RuralDevelopment #ICTTools #Agritech #SustainableGrowth #KnowledgeSharing #Empowerment

Kompass India

@kompass_in

Top 10 Agritech Companies in India: 1. Green Agrevolution (DeHaat) 2. 63Ideas Infolabs (Ninjacart) 3. WayCool Foods and Products 4. FarMart Service 5. ULink AgriTech (AgroStar) https://t.co/wdiMSRSxcV #Kompass #BusinessDirectory #TopCompanies #India #AgriTech #AgriTechnology https://t.co/CCAt0PZWsc

Aline Agronomist

@98491Aline

Smart farming is rising with mobile apps that use sensors to track soil moisture, nutrients, and crop conditions in real time. Farmers gain precise insights, reduce waste, and boost productivity through data-driven decisions. #InnovationInAgriculture #AgriTech #SmartFarming https://t.co/ckGRY8p66l

Pranjali Sagar

This week, I had the wonderful opportunity to attend The Royal Agricultural Winter Fair as an Ambassador for the University of Guelph. It was a great experience to share the innovative research happening at UoG and to connect with people of all ages, from curious children to passionate growers, industry experts, and researchers who are shaping the future of agriculture. Spending time at the booth allowed me to talk about our ongoing work in sustainable agriculture, controlled-environment systems, and technology-driven solutions. It was inspiring to see how excited people are about the future of farming and the impact of science and innovation in the agri-food sector. Overall, this was a amazing opportunity for learning, networking, and volunteering. I’m truly grateful for the chance to represent UoG and share the exciting work happening on campus. Here are some glimpses from the event! #RoyalWinterFair #UofGResearch #AgriTech #AgInnovation

Deekshith Gowda

Finally, our team Agrinova has secured runner up (agriculture domain) place in hackshetra 2.0 2025 🏆🤍⚡ 🌾 AgroVision AI — where Agriculture meets Intelligence. We built an ecosystem that brings the power of AI, satellite data, soil science, and real-time insights directly to every farmer’s mobile. Here are the unique features that make AgroVision AI stand out: 🗺️ 1. Pest Prediction Map AI predicts upcoming pest outbreaks using weather, humidity, and regional patterns — giving farmers early warnings before damage happens. 🍃 2. Leaf Disease Detection + Leaf Type Identification One photo detects: ✔ Crop type ✔ Disease / deficiency ✔ Severity % ✔ Infected area heatmap ✔ Treatment plan Powered by CNN + UNet models. 🌱 3. Soil & Crop Data Fusion 📊 4. Smart Analytics Dashboard 🛒 5. Live Google Map + Verified Agro Stores Nearby fertilizer & pesticide shops with: ✔ Verified badge (OTP + Google Business) ✔ Directions ✔ Call option ✔ Price range ✔ Live stock availability 💰 6. Economics & Sustainability Score 🌦️ 7. Live Weather-Aware Advisory 🤖 8. Agrobot — AI Assistant for Farmer 👨‍🌾 9. Farmer Community Farmers share issues, solve each other’s problems, learn methods, and connect with trusted agri-shops. A digital village within the app. #Hackshetra2.0 #Hackshetra2025 #HackathonWinner #HackathonProject #HackathonInnovation #AgroVisionAI #Agritech #FarmTech #AIForFarmers #SoilHealth #PestPrediction #MachineLearning #DeepLearning #AIInnovation #ComputerVision #SustainableAgriculture #RuralInnovation #AIForGood #TeamWork #Innovation #TechForGood

News Potli

@PotliNews

काजू के फल से काजू के दाने अलग करने वाली पोर्टेबल सेमी-ऑटोमैटिक मशीन #NewsPotli #cashewnut #AgriTech https://t.co/nKZC7i2zW6

My Irigacio World 🌳

@myirigacioworld

💧 Celebrating Precision Irrigation Day with smarter water control, healthier crops & a greener future! 🌱 Better yield. Better savings. Better tomorrow. 🚜✨ #PrecisionIrrigation #SmartIrrigation #WaterSaving #MicroIrrigation #AgriTech #SustainableFarming #MyIrigacioWorld https://t.co/pU76Mg1taL

Business-News-Today.com

@cricket_fundas

Sinopec’s biodegradable PBST film passes key Xinjiang cotton trial, advancing China’s green agriculture goals https://t.co/7epSPztDFD #Sinopec #PBST #Bioplastics #XinjiangCotton #GreenAgriculture #ChinaSustainability #AgriTech #BiodegradableFilm #MulchFilm #SustainableFarming

Baluguri Neha

🌾 A Day Well Spent at Kisan Mela 2025 – GKVK, Bengaluru! 🌿 I had the wonderful opportunity to visit Kisan Mela 2025 at GKVK, Bengaluru, and it turned out to be an enriching experience in every way. From exploring various sectors like animal husbandry, agri inputs🪏, farm machinery 🚜, and hi-tech farming solutions to witnessing innovations in shade nets, hydroponics, and protected cultivation, every stall had something new to learn. But the highlight for me was undoubtedly the floriculture department 💐— vibrant, creative, and absolutely inspiring! 🌸✨ Throughout the expo, I interacted with several organisations and companies who generously shared their innovative ideas, emerging technologies, and practical insights. These interactions not only broadened my knowledge but also helped me build valuable connections in the agricultural ecosystem. 🔍 Overall, the event was a great learning experience, giving me a deeper understanding of how technology, sustainability, and creativity are shaping the future of agriculture. Feeling inspired and grateful for the exposure! 🌱💡 #KisanMela2025 #GKVK #AgriExpo #AgriInnovation #AgriTech #Floriculture #Hydroponics #FarmMachinery #SustainableFarming #Agriculture#iibs

Arunbhaarathi Anbu

This massive grid isn't a data center—it's the future of farming. It's a fully automated, AI-powered vertical farm that can grow crops with 95% less water and zero pesticides. Here’s how it works: Grid System: Crops grow in bins stacked in a modular grid. Robotic Automation: Robots move the bins, ensuring every plant gets the perfect amount of light and nutrients. AI brains: An advanced AI system monitors plant health 24/7 and adjusts the climate, lighting, and irrigation in real-time. Hydroponics: The system is soil-free, eliminating pesticide use and recirculating water. This project by OnePointOne and AutoStore is already proving its viability, with produce on shelves at Whole Foods. By operating entirely indoors, they have complete control over the growing environment, making food production scalable and weather-proof. This could be a game-changer for solving agricultural challenges. Follow for more stories in AI and robotics. #VerticalFarming #AI #ArtificialIntelligence #Robotics #AgriTech #Sustainability #FutureOfFood #Automation #AutoStore #OnePointOne

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Business News Today Reporter

Sinopec’s biodegradable PBST film passes key Xinjiang cotton trial, advancing China’s green agriculture goals #Sinopec #PBST #Bioplastics #XinjiangCotton #GreenAgriculture #ChinaSustainability #AgriTech #BiodegradableFilm #MulchFilm #SustainableFarming

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Dr.Ata Jahangir Moshayedi

We are pleased to announce the Special Issue “Intelligent Automation for Agricultural Robotics: AI, LLMs, and Data Fusion Approaches” in Automation (ISSN 2673-4052). This Special Issue focuses on cutting-edge research in intelligent agricultural automation, including AI-driven perception, large language models (LLMs), autonomous decision-making, data fusion techniques, and robotic applications for precision farming.Authors publishing in this Special Issue will benefit from the journal’s rapid publication process, high visibility, and thematic alignment with one of the fastest-growing areas in automation and smart agriculture. Additionally, we are pleased to inform authors that a limited number of publication discounts may be available upon request. Interested contributors are encouraged to contact the editorial team early to inquire about eligibility. We look forward to receiving high-quality manuscripts and supporting innovative research that advances the future of agricultural robotics. #AgriculturalRobotics #IntelligentAutomation #AIinAgriculture #SmartFarming #PrecisionAgriculture #RoboticsResearch #AIResearch #MachineLearning #LLM #DataFusion #AgriTech #AutomationJournal #SpecialIssue #CallForPapers #CFP #AcademicPublishing #ResearchOpportunity #SmartAgriculture #AutonomousSystems #FutureFarming #ATAJAHANGIR #MOSHYEDI

Priyank Kharge / ಪ್ರಿಯಾಂಕ್ ಖರ್ಗೆ

@PriyankKharge

Held discussions with KDEM, C-CAMP and the district administration focused on launching three pillars for Kalaburagi’s growth: an Agritech Accelerator, a startup incubator with ready-to-use manufacturing space, and an investment facilitation desk for industry. Together, these https://t.co/CQi0Kvvtzw