Weeds are becoming a serious threat to the agricultural sector, which is acknowledged as the foundation of the Indian economy but is currently experiencing production issues. Plants that grow in inappropriate places are known as weeds, and they compete with crops for vital resources like water, light, nutrients, and space. This competition lowers crop yields and uses machinery inefficiently, which lowers agricultural productivity as a whole. Traditional weed control techniques include applying herbicide widely across the field or removing weeds by hand, which takes a lot of work. The latter approach, on the other hand, is considered ineffective since it pollutes the environment and offers little assistance in controlling weeds. There are financial and environmental issues associated with the widespread use of agricultural chemicals, such as fertilizers and herbicides. As a result, farmers are looking for alternatives more and more to reduce their reliance on chemicals in farming operations. Creative weed management strategies are becoming more and more necessary in response to these difficulties. The main goal is to distinguish between crops and weeds to provide a focused and effective weed management strategy. The agricultural industry may be able to increase productivity while lowering its impact on the environment and relying less on chemical solutions by implementing cutting-edge technologies for accurate weed identification and targeted eradication. The transition in weed control techniques towards technology-based and sustainable approaches is indicative of a wider movement in the agriculture sector to investigate environmentally friendly substitutes for a future that is more robust and fruitful.

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Automatic Weed Detection Using CNN

  • Shubham Kumar Gupta,
  • Sarthak Agarwal,
  • Yash Garg,
  • Dilkeshwar Pandey

摘要

Weeds are becoming a serious threat to the agricultural sector, which is acknowledged as the foundation of the Indian economy but is currently experiencing production issues. Plants that grow in inappropriate places are known as weeds, and they compete with crops for vital resources like water, light, nutrients, and space. This competition lowers crop yields and uses machinery inefficiently, which lowers agricultural productivity as a whole. Traditional weed control techniques include applying herbicide widely across the field or removing weeds by hand, which takes a lot of work. The latter approach, on the other hand, is considered ineffective since it pollutes the environment and offers little assistance in controlling weeds. There are financial and environmental issues associated with the widespread use of agricultural chemicals, such as fertilizers and herbicides. As a result, farmers are looking for alternatives more and more to reduce their reliance on chemicals in farming operations. Creative weed management strategies are becoming more and more necessary in response to these difficulties. The main goal is to distinguish between crops and weeds to provide a focused and effective weed management strategy. The agricultural industry may be able to increase productivity while lowering its impact on the environment and relying less on chemical solutions by implementing cutting-edge technologies for accurate weed identification and targeted eradication. The transition in weed control techniques towards technology-based and sustainable approaches is indicative of a wider movement in the agriculture sector to investigate environmentally friendly substitutes for a future that is more robust and fruitful.