India, with a population of 1.3 billion and almost 300 million vehicles, is one of the biggest contributors to traffic jams, vehicle-specific pollution, and chronic lung diseases. To manage the footfall of these gigantic vehicles, continuous effort and research is taking place in the direction of both active and passive traffic management. This research paper aims towards showcasing a dynamic, fully autonomous deep learning model that uses real-time feeds from existing traffic junctions/ intersection cameras, process them and provide an intensity score based on the density of traffic in each adjoining lane.The proposed CNN model which is based on YOLO framework uses 10 seconds wait analysis time. The proposed system manages traffic, based on the intensity scores which assign traffic a Go time to each lane using an optimal traffic time in the range of 10-50 seconds.The model also scans for emergency vehicles in each lane, to provide a priority pass to such vehicles. Evaluation of model performance Mean Average Precision (mAP) is used.
Aim: Effect of Spinal Exercises and Epidural Injections in Chronic Low Back Pain Method: A total of 50 patients were given epidural injection with 18 males and 32 females. The patient who was included in the study should be diagnosed be chronic low back pain with or without radicular pain, age group 19-70 years, should have pain more than three months. The outcome measures were pain scale and Ronald Morris Disability Questionnaire for pain and disability respectively. Results: The result suggested that there is significant decrease in the pain, after the injection at all points, when follow up were taken after one month, after three months and after six months with p value <0.0001. Also, there are significant results for RMDQ showing decrease in disability after injection at all the points, when follow up were taken after one month, after three months, after six months with p value =0.0001. Conclusion: The study concluded that epidural steroid injections along with spinal exercises were effective in reducing pain and disability in chronic low back pain patient.
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