Research on Lightweight Citrus Flowering Rate Statistical Model Combined with Anchor Frame Clustering Optimization.

At present, learning-based citrus blossom recognition models based on deep learning are highly complicated and have a large number of parameters. In order to estimate citrus flower quantities in natural orchards, this study proposes a lightweight citrus flower recognition model based on improved YOLOv4. In order to compress the backbone network, we utilize MobileNetv3 as a feature extractor, combined with deep separable convolution for further acceleration. The Cutout data enhancement method is also introduced to simulate citrus in nature for data enhancement. The test results show that the improved model has an mAP of 84.84%, 22% smaller than that of YOLOv4, and approximately two times faster. Compared with the Faster R-CNN, the improved citrus flower rate statistical model proposed in this study has the advantages of less memory usage and fast detection speed under the premise of ensuring a certain accuracy. Therefore, our solution can be used as a reference for the edge detection of citrus flowering.

Rare case of brucellosis misdiagnosed as prostate carcinoma with lumbar vertebra metastasis: A case report.

BACKGROUND: Prostatitis caused by Brucella infection is rare and usually lacks typical lower urinary tract symptoms. However, Brucella infection can cause serum prostate-specific antigen levels to become abnormally elevated. When concurrent with lumbar vertebra infection and erosion, brucellosis can easily be misdiagnosed as prostate cancer with bone metastasis. CASE SUMMARY: A 45-year-old man complained of recurrent low back pain and fever for 2 wk. Magnetic resonance imaging of the lumbar vertebrae showed abnormal signs at the rear of the L4-5 vertebral body. Serum prostate-specific antigen level was 17.64 ng/mL, and positron emission tomography/computed tomography suggested the possibility of prostate cancer with liver and lumbar metastases. The patient was transferred to our department for further treatment. He experienced repeated bouts of fever and low back pain during hospitalization. Biopsy results indicated prostatitis. There was no significant increase in white blood cell count or procalcitonin levels. The Mycobacterium tuberculosis smear and antibody detection results were negative. Cefoperazone sulbactam was not effective. Blood culture test results were positive for brucellosis, confirming the diagnosis of brucellosis. After oral anti-infection treatment with doxycycline and rifampicin, the body temperature gradually returned to normal, and lumbago improved. After continuous treatment for 6 mo, the patient recovered. CONCLUSION: In patients with low back pain and fever accompanied by elevated prostate-specific antigen levels and lesions of the prostate and lumbar spine, a detailed medical history and blood and urine cultures should be obtained, and attention should be given to the local epidemic infectious disease situation.