1.An intelligent recognition method for crop density based on Faster R-CNN.
Xiuhua LI ; Qian LI ; Hanwen ZHANG ; Lu DING ; Zeping WANG
Chinese Journal of Biotechnology 2025;41(10):3828-3839
Accurately obtaining the crop quantity and density is not only crucial for the demand-based input of water and fertilizer in the field but also vital for ensuring the yield and quality of crops. Aerial photography by unmanned aerial vehicles (UAVs) can quickly acquire the distribution image information of crops over a large area. However, the accurate recognition of a single type of dense targets is a huge challenge for most recognition algorithms. Taking banana seedlings as an example in this study, we captured the images of banana plantations by UAVs from high altitudes to explore an efficient recognition method for dense targets. We proposed a strategy of "cut-recognition-stitch" and constructed a counting method based on the improved Faster R-CNN algorithm. First, the images containing highly dense targets were cropped into a large number of image tiles according to different sizes (simulating different flight altitudes), and the Contrast Limited Adaptive Histogram Equalization (CLAHE) algorithm was adopted to improve the image quality. A banana seedling dataset containing 36 000 image tiles was constructed. Then, the Faster R-CNN network with optimized parameters was used to train the banana seedling recognition model. Finally, the recognition results were reversely stitched together, and a boundary deduplication algorithm was designed to correct the final counting results to reduce the repeated recognition caused by image cropping. The results show that the recognition accuracy of the Faster R-CNN with optimized parameters for banana image datasets of different sizes can reach up to 0.99 at most. The deduplication algorithm can reduce the average counting error for the original aerial images from 1.60% to 0.60%, and the average counting accuracy of banana seedlings reaches 99.4%. The proposed method effectively addresses the challenge of recognizing dense small objects in high-resolution aerial images, providing an efficient and reliable technical solution for intelligent crop density monitoring in precision agriculture.
Musa/growth & development*
;
Crops, Agricultural/growth & development*
;
Algorithms
;
Neural Networks, Computer
;
Unmanned Aerial Devices
;
Seedlings/growth & development*
;
Image Processing, Computer-Assisted/methods*
;
Photography
;
Agriculture/methods*
2.Intraoperative anatomical observation of mesentery morphology of colonic splenic flexure.
Xiao Jie WANG ; Pan CHI ; Ying HUANG
Chinese Journal of Gastrointestinal Surgery 2021;24(1):62-67
Objective: At present, surgeons do not know enough about the mesenteric morphology of the colonic splenic flexure, resulting in many problems in the complete mesenteric resection of cancer around the splenic flexure. In this study, the morphology of the mesentery during the mobilization of the colonic splenic flexure was continuously observed in vivo, and from the embryological point of view, the unique mesenteric morphology of the colonic splenic flexure was reconstructed in three dimensions to help surgeons further understand the mesangial structure of the region. Methods: A total of 9 patients with left colon cancer who underwent laparoscopic radical resection with splenic flexure mobilization by the same group of surgeons in Union Hospital of Fujian Medical University from January 2018 to June 2019 were enrolled. The splenic flexure was mobilized using a "three-way approach" strategy based on a middle-lateral approach. During the process of splenic flexure mobilization, the morphology of the transverse mesocolon and descending mesocolon were observed and reconstructed from the embryological point of view. The lower margin of the pancreas was set as the axis, and 4 pictures for each patient (section 1-section 4) were taken during middle-lateral mobilization. Results: The median operation time of the splenic flexure mobilization procedure was 31 (12-55) minutes, and the median bleeding volume was 5 (2-30) ml. One patient suffered from lower splenic vessel injury during the operation and the bleeding was stopped successfully after hemostasis with an ultrasound scalpel. The transverse mesocolon root was observed in all 9 (100%) patients, locating under pancreas, whose inner side was more obvious and tough, and the structure gradually disappeared in the tail of the pancreatic body, replaced by smooth inter-transitional mesocolon and dorsal lobes of the descending colon. The mesenteric morphology of the splenic flexure was reconstructed by intraoperative observation. The transverse mesocolon was continuous with a fan-shaped descending mesocolon. During the embryonic stage, the medial part (section 1-section 2) of the transverse mesocolon and the descending mesocolon were pulled and folded by the superior mesenteric artery (SMA). Then, the transverse mesocolon root was formed by compression of the pancreas on the folding area of the transverse mesocolon and the descending mesocolon. The lateral side of the transverse mesocolon root (section 3-section 4) was distant from the mechanical traction of the SMA, and the corresponding folding area was not compressed by the tail of the pancreas. The posterior mesangial lobe of the transverse mesocolon and the descending mesocolon were continuous with each other, forming a smooth lobe. This smooth lobe laid flat on the corresponding membrane bed composed of the tail of pancreas, Gerota's fascia and inferior pole of the spleen. Conclusions: From an embryological point of view, this study reconstructs the mesenteric morphology of the splenic flexure and proposes a transverse mesocolon root structure that can be observed consistently intraopertively. Cutting the transverse mesocolon root at the level of Gerota's fascia can ensure the complete resection of the mesentery of the transverse colon.
Colectomy/methods*
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Colon, Transverse/surgery*
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Colonic Neoplasms/surgery*
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Dissection
;
Fascia/anatomy & histology*
;
Humans
;
Laparoscopy
;
Mesentery/surgery*
;
Mesocolon/surgery*
;
Pancreas/surgery*
;
Photography
;
Spleen/surgery*
3.Non-glaucomatous Retinal Nerve Fiber Layer Defect Associated with Paravascular Inner Retinal Defect
Gye Jung KIM ; Dong Hwan SON ; Jin Soo KIM ; Min Chul SHIN
Journal of the Korean Ophthalmological Society 2020;61(2):214-220
PURPOSE: To report a case of non-glaucomatous retinal nerve fiber layer (RNFL) defect associated with paravascular inner retinal defect (PIRD) in a patient with idiopathic epiretinal membrane (ERM).CASE SUMMARY: A 70-year-old male who was diagnosed with ERM in his right eye and pseudoexfoliative glaucoma in his left eye visited our clinic. His intraocular pressure was 14 mmHg in both eyes while using topical hypotensive medications in both eyes. His right eye showed no glaucomatous change of the optic disc head, and also no glaucomatous visual field defect on standard automated perimetry. Red-free fundus photography and swept-source optical coherence tomography showed an ERM and wedge-shaped RNFL defect starting from the PIRD, not the optic disc head. He was diagnosed with non-glaucomatous RNFL defect in the right eye and was told to stop using topical hypotensive medication for the right eye. After 2 years of discontinuing the medication, the IOP was within the normal range, the RNFL defect showed no progression, and the visual field remained stationary.CONCLUSIONS: A non-glaucomatous RNFL defect can develop in association with PIRD in patients with idiopathic ERM. Examinations for PIRD as well as evaluation of the optic disc head are therefore necessary in patients with ERM and RNFL defect.
Aged
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Epiretinal Membrane
;
Glaucoma
;
Head
;
Humans
;
Intraocular Pressure
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Male
;
Nerve Fibers
;
Photography
;
Reference Values
;
Retinaldehyde
;
Tomography, Optical Coherence
;
Visual Field Tests
;
Visual Fields
4.Application and exploration of Smile Lite MDP portable photography system in aesthetic photography of anterior teeth.
Min LIU ; Jun Dang ZHANG ; Hong Qiang YE ; Yi Jiao ZHAO ; Xu Bin ZHAO ; Wen Yan ZHAO ; Yun Song LIU ; Yong Sheng ZHOU
Journal of Peking University(Health Sciences) 2020;52(1):187-192
OBJECTIVE:
To explore the possibility of the Smile Lite MDP (Smile Lite Mobile Dental Photograph) portable dental photography system applying in anterior teeth aesthetic photography, and to provide the chance to simplify aesthetic photography process and facilitate communication among patients, dentists and dental technitians.
METHODS:
The Smile Lite MDP photography system combined with the smartphone were used to photograph the front occlusal phase photos of anterior teeth. The photographic conditions including the color temperature parameter, the Smile Lite MDP light position and the intensity settings were explored. The best photographic conditions were chosen by blind evaluation within experienced dentists and technicians through the method of the visual analogue scale/score (VAS) evaluation, which went through statistical analysis to figure out the optimum photograghic conditions. Smile Lite MDP photography system was used to photograph the front occlusal phase photos of anterior teeth under the optimum parameter by different magnifications. The width/height ratio of the central incisor and the front width ratio of the upper anterior teeth in those photos were measured and calculated respectively. The accuracy of the anterior teeth photos taken by Smile Lite MDP photography system was analyzed based on the photographs taken by digital single lens reflex (DSLR) camera.
RESULTS:
The optimum color temperature parameter of Smile Lite MDP portable camera system was 5 000 K, the optimum magnification was 4 times, the best light position was the side lights of Smile Lite MDP, the optimum intensity of lights was 2 grades. Photos taken by the optimum parameters won the highest score during the VAS evaluation and the result of statistical analysis had significant difference compared with other groups (P<0.05). When comparing the photos of the upper anterior teeth taken by the Smile Lite MDP portable photography system using 4 times magnification or by DSLR using the standard parameters, there was no significant difference neither in the width/hieght ratio of the central incisor nor in the front width ratio of the upper anterior teeth (P>0.05).
CONCLUSION
The Smile Lite MDP portable dental photography system applying in anterior teeth aesthetic analysis photography was capable to show the color and shape of anterior teeth in an accurate way by using the right photography parameters. Therefore, Smile Lite MDP portable dental photography system was considered to be a simple and easy photographic tool in clinical work.
Esthetics
;
Esthetics, Dental
;
Humans
;
Incisor
;
Photography
;
Smiling
5.From papyrus leaves to bioprinting and virtual reality: history and innovation in anatomy
Bharti BISHT ; Ashley HOPE ; Manash K PAUL
Anatomy & Cell Biology 2019;52(3):226-235
The human quest to master the anatomy and physiology of living systems started as early as 1600 BC, with documents from the Greeks, Indians, and Romans presenting the earliest systematic studies and advances. Following the fall of the Roman Empire, the progress slowed until the Renaissance renewed scientific interest in anatomy and physiology, ushering in an era of spectacular advances. Alongside the discoveries of modern science, innovations in media such as printing, photography and color reproduction, improved the accuracy of communicating science. Techniques for noninvasively viewing the human body, such as magnetic resonance imaging, opened up new ways of exploring and understanding anatomy, physiology, and disease pathogenesis. Advances in three-dimensional (3D)-technologies, including computer graphics and animation are directly linked to many advances in medicine and surgery. Anatomy education has come a long way from papyrus leaf inscriptions to computerized 3D modeling, holographic representation, and virtual reality-based software. The future presents unlimited options for studying and understanding anatomy as Google glasses, bioprinting, virtual reality, and allied technologies transform the world into a classroom. This review summarizes the journey of mankind to master anatomy and physiology.
Bioprinting
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Computer Graphics
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Education
;
Eyeglasses
;
Glass
;
Human Body
;
Humans
;
Magnetic Resonance Imaging
;
Photography
;
Physiology
;
Reproduction
;
Roman World
6.Dermoscopic Evolution of Pediatric Nevi
Fatma Pelin CENGIZ ; Yaren YILMAZ ; Nazan EMIROGLU ; Nahide ONSUN
Annals of Dermatology 2019;31(5):518-524
BACKGROUND: The incidence of pediatric melanoma is very rare. Dermoscopic features help to distinguish pediatric melanoma and common nevi. OBJECTIVE: To study the evolution of dermoscopic findings in benign nevi in childhood through serial observation and photography. METHODS: We examined 504 melanocytic lesions in 100 patients. From each participant, dermoscopic images of the nevi from 4-year dermoscopic follow-up were obtained, including randomly selected nevi. RESULTS: The most common dermoscopic patterns were homogeneous (193 nevi; 38.3%), globular (92 nevi; 18.3%), and reticular (86 nevi; 17.1%). Dermoscopic pattern changes were detected in 27% of patients aged 2~10 years and in 20% of patients aged 11~16 years. The main pattern changes consisted of the transition from homogeneous to globular-homogeneous (16%), from homogeneous to reticular-homogeneous (12%) and from globular to globular-homogeneous (10%). Although 257 of the 504 nevi (51.0%) have stable duration without size changes, 169 of the 504 nevi (33.5%) were enlarged, and 78 of the 504 nevi (15.5%) had become smaller. CONCLUSION: These results contrast with the prevailing view that dermoscopic patterns in pediatric nevi are usually characterized by globular patterns and that melanocytic nevi generally undergo a characteristic transition from a globular pattern to a reticular pattern. Fifty one percent of patients did not exhibit a size change. While 33% of patients had symmetrical enlargement, 15% of patients had involution. Therefore, enlargement is a common dermoscopic change in pediatric nevi, and is not a specific sign of pediatric melanoma.
Child
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Dermoscopy
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Follow-Up Studies
;
Humans
;
Incidence
;
Melanoma
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Nevus
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Nevus, Pigmented
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Photography
7.Application of UAV remote sensing in monitoring of Callicarpa nudiflora.
Ting-Ting SHI ; Xiao-Bo ZHANG ; Lan-Ping GUO ; Lu-Qi HUANG ; Zhi-Xian JING
China Journal of Chinese Materia Medica 2019;44(19):4078-4081
In order to solve the problem of manual area measurement,the traditional methods of medicinal planting area statistics are difficult to meet the needs of rapid area survey application. This paper uses the UAV remote sensing method with the advantages of unmanned,automatic,high efficiency,high score and short production cycle to monitor the shape of Callicarpa nudiflora. A solution for aerial photography,image data acquisition and data processing of drones were designed for characteristics and planting conditions. After data processing and statistical analysis,detailed information on the location and area of the C. nudiflora in the target area was obtained. Then the accuracy comparison analysis was carried out with the measured results of the C. nudiflora. The results show that the UAV is feasible for the monitoring of C. nudiflora,and has a good application prospect in the monitoring of Chinese herbal medicine planting.
Callicarpa
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Photography
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Plants, Medicinal
;
Remote Sensing Technology
8.Correction of post-traumatic enophthalmos with anatomical absorbable implant and iliac bone graft
Ji Seon CHOI ; Se Young OH ; Hyung Sup SHIM
Archives of Craniofacial Surgery 2019;20(6):361-369
BACKGROUND: Trauma is one of the most common causes of enophthalmos, and post-traumatic enophthalmos primarily results from an increased volume of the bony orbit. We achieved good long-term results by simultaneously using an anatomical absorbable implant and iliac bone graft to correct post-traumatic enophthalmos.METHODS: From January 2012 to December 2016, we performed operations on seven patients with post-traumatic enophthalmos. In all seven cases, reduction surgery for the initial trauma was performed at our hospital. Hertel exophthalmometry, clinical photography, three-dimensional computed tomography (3D-CT), and orbital volume measurements using software to calculate the specific volume captured on 3D-CT (ITK-SNAP, Insight Toolkit-SNAP) were performed preoperatively and postoperatively.RESULTS: Patients were evaluated based on exophthalmometry, clinical photographs, 3D-CT, and orbital volume measured by the ITK-SNAP program at 5 days and 1 year postoperatively, and all factors improved significantly compared with the preoperative baseline. Complications such as hematoma or extraocular muscle limitation were absent, and the corrected orbital volume was well maintained at the 1-year follow-up visit.CONCLUSION: We present a method to correct enophthalmos by reconstructing the orbital wall using an anatomical absorbable implant and a simultaneous autologous iliac bone graft. All cases showed satisfactory results for enophthalmos correction. We suggest this method as a good option for the correction of post-traumatic enophthalmos.
Absorbable Implants
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Autografts
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Enophthalmos
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Follow-Up Studies
;
Hematoma
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Humans
;
Methods
;
Orbit
;
Photography
;
Transplants
9.Usability of a smartphone application for pre-operative facial analysis for rhinoplasty among ENT surgeons.
Paula Francezca C. PADUA ; Arik Paolo Isaiah C. DELA CRUZ ; Renato C. PASCUAL ; Steve Marlo M. CAMBE
Philippine Journal of Otolaryngology Head and Neck Surgery 2019;34(1):38-43
Objective: To determine the usability of a smartphone application (ImageMeter) by ENT surgeons for pre-operative photographic analysis of facial angles for rhinoplasty using the USE questionnaire.
Methods:
Design: Post-Test Only Non-Experimental Evaluation Study
Setting: Tertiary Private Training Hospital Outpatient Clinic
Participants: Twenty-five (25) ENT residents and consultants
Results: Of 45 ENT surgeons invited, 25 ENT residents and consultants (16 males, 9 females) aged 28 to 52-years-old (mean age 36 years old) trialed the use of the Image Meter application in measuring the naso-facial, naso-frontal, and naso-labial angles of pre-selected lateral images of 10 volunteers and completed our survey. The usability of the application was measured using the USE questionnaire, through usefulness (Cronbach ? = 0.99), ease of use (? = 0.85), ease of learning (? = 0.66), and satisfaction (?= 0.69). On a scale of 1-7, results showed that for the ENT surgeons surveyed, the app was generally useful (M = 6.10, SD = 0.73), easy to use (M = 6.13, SD = 0.63), easy to learn (M = 6.31, SD = 0.62) and satisfactory (M = 6.06, SD = 0.7). As for overall outcome, the ENT surgeons found the application usable (M = 6.15, SD = 0.11).
Conclusion: When applied to human facial analysis, the ImageMeter measurement of angles feature may be a usable tool for ENT surgeons in the pre-operative evaluation of patients undergoing rhinoplasty. Based on USE questionnaire responses, it is easy to use, quick to learn, useful, and satisfactory in the preoperative measurement of facial angles.
Keywords: imageMeter; photography; esthetic; rhinoplasty; face; anthropometry
Human ; Photography ; Rhinoplasty ; Face ; Anthropometry
10.Stature Estimation of Sichuan Han Females Based on X-ray Photography of Total Lower Limbs.
Jing Hui CUI ; Ying Zhen LUO ; Yun Feng CHANG ; Zhao PENG ; Li Ping DENG ; Kui ZHANG ; Zhen Hua DENG
Journal of Forensic Medicine 2019;35(1):11-16
OBJECTIVES:
To establish a mathematical model of stature estimation for Sichuan Han females on the basis of the relationship between lower limbs and individual height, thus to provide evidence for forensic identification.
METHODS:
Samples were collected from 171 Sichuan Han females. Large flat panel multi-function digital photography system was used to take the full-body X-ray films of the lower limbs. Indexes of long bones and stature of the subjects were measured, respectively. A linear regression analysis was carried out on the correlation between them, and a mathematical model of the stature calculation was established. Then the mathematical model was used to calculate the stature of another 29 Sichuan Han females to test its accuracy.
RESULTS:
The maximum length of femur (x1) had the highest correlation with stature. A total of 13 linear regression equations were established (P<0.05), with the correlation coefficient (R) 0.821-0.897 and the standard error of the estimation (SEE) 2.994-3.812 cm. The backtesting showed that the equation y=41.604+1.205 x1+1.318 x6+2.444 x12+1.852 x13-2.388 x14 had the smallest mean absolute deviation (2.485 years old) and the highest accuracy of ±2SEE (92.9%), and that the equation y=48.783+2.568 x1 had the highest accuracy of ±1SEE (60.7%).
CONCLUSIONS
The stature estimation is high by using the long bones of the lower limbs has high accuracy.
Asian People
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Body Height
;
Child, Preschool
;
Female
;
Forensic Anthropology
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Humans
;
Lower Extremity
;
Photography
;
Regression Analysis
;
X-Rays


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