1.An lightweight algorithm for multi-dimensional optimization of intelligent detection of dental abnormalities on panoramic oral X-ray images.
Taotao ZHAO ; Ming NI ; Shunxing XIA ; Yuehao JIAO ; Yating HE
Journal of Southern Medical University 2025;45(8):1791-1799
OBJECTIVES:
We propose a YOLOv11-TDSP model for improving the accuracy of dental abnormality detection on panoramic oral X-ray images.
METHODS:
The SHSA single-head attention mechanism was integrated with C2PSA in the backbone layer to construct a new C2PSA_SHSA attention mechanism. The computational redundancy was reduced by applying single-head attention to some input channels to enhance the efficiency and detection accuracy of the model. A small object detection layer was then introduced into the head layer to correct the easily missed and false detections of small objects. Two rounds of structured pruning were implemented to reduce the number of model parameters, avoid overfitting, and improve the average precision. Before training, data augmentation techniques such as brightness enhancement and gamma contrast adjustment were employed to enhance the generalization ability of the model.
RESULTS:
The experiment results showed that the optimized YOLOv11-TDSP model achieved an accuracy of 94.5%, a recall rate of 92.3%, and an average precision of 95.8% for detecting dental abnormalities. Compared with the baseline model YOLOv11n, these metrics were improved by 6.9%, 7.4%, and 5.6%, respectively. The number of parameters and computational cost of the YOLOv11-TDSP model were only 12% and 13% of those of the high-precision YOLOv11x model, respectively.
CONCLUSIONS
The lightweight YOLOv11-TDSP model is capable of highly accurate identification of various dental diseases on panoramic oral X-ray images.
Radiography, Panoramic/methods*
;
Humans
;
Algorithms
;
Tooth Abnormalities/diagnostic imaging*
2.Clinical study on deciduous fused teeth and inherited permanent teeth.
Fenfang QIU ; Shan MENG ; Yangyang CHONG ; Xiaoli SONG
West China Journal of Stomatology 2025;43(1):92-97
OBJECTIVES:
This study aimed to investigate the clinical characteristics of deciduous fused teeth and their inherited permanent-tooth performance type by using panoramic radiographs.
METHODS:
A total of 14 404 panoramic radiographs of 3- to 6-year-old children with deciduous dentition were collected from January 2023 to July 2024. The incidence of deciduous fused teeth was observed, and the abnormality of permanent teeth was recorded. SPSS 24.0 software was used for statistical analysis.
RESULTS:
The incidence of deciduous fused teeth was 3.06% (441/14 404). The order of dental position was as follows: mandibular deciduous incisors and cusp teeth fused (58.18%) > mandibular deciduous central and lateral incisors fused (30.91%) > maxillary deciduous central and lateral incisors fused (8.89%) > deciduous incisors and supernumerary teeth fused (2.02%). Deciduous fused teeth were found in 226 boys and 215 girls, with no significant difference between the sexes (P>0.05). We observed one pair (87.76%, 387/441) and two pairs (12.24%, 54/441) of fused teeth (54/441), respectively. A total of 287 pairs of fusion teeth on the right side more than 208 pairs on the left side, and the difference between them was statistically significant (P<0.01). More fusion teeth existed in mandibular deciduous teeth (443 pairs) than in maxillary ones (54 pairs), and the difference between them was statistically significant (P<0.01). More unilateral deciduous teeth (387 subjects) were found than bilateral ones (54 subjects), and the difference between them was statistically significant (P<0.01). Three types of deciduous fused teeth with inherited permanent teeth were observed as follows: 1) 49.49% (245/495) of inherited permanent teeth was absent, 2) 46.67% (231/495) of inherited permanent teeth was not absent, and 3) the number of fused permanent teeth accounted for 3.84% (19/495).
CONCLUSIONS
The incidence of deciduous fused teeth was 3.06%, mostly occurring in the lower anterior teeth region, with no gender difference. One pair of fused teeth is commonly observed, more often on the right than the left. These fusions occur more frequently in the mandible than the maxillary, and unilateral cases are more common than bilateral ones. Deciduous fused teeth had a certain impact on inherited permanent teeth. Pediatric dentists should pay attention to and closely observe whether any abnormality exists in the permanent dentition for early detection to prevent the harm caused by deciduous fused teeth.
Humans
;
Tooth, Deciduous/abnormalities*
;
Male
;
Child
;
Female
;
Child, Preschool
;
Dentition, Permanent
;
Radiography, Panoramic
;
Fused Teeth/diagnostic imaging*
;
Incisor/diagnostic imaging*
;
Tooth, Supernumerary/diagnostic imaging*
;
Incidence
;
Mandible
3.Investigation of teeth number and morphology abnormalities in children at the mixed dentition stage.
Yuqi LING ; Qiong ZHANG ; Jing ZOU
West China Journal of Stomatology 2015;33(6):597-601
OBJECTIVEThis study aims to investigate the prevalence and distribution of teeth number and morphology abnormalities in Chinese pediatric patients' permanent teeth at the mixed dentition stage by performing panoramic radiographs analysis.
METHODSA total of 4 347 panoramic radiographs of pediatric patients aged 5 years to 15 years who were admitted to the hospitals from September 2011 to September 2013 were reviewed. The presence of teeth number and morphology abnormalities were recorded as follows: congenitally absent teeth, supernumerary teeth, odontoma, microdontia, fused teeth, dilaceations, and cusp deformity. SPSS 16.0 software was used for statistical analysis.
RESULTSThe prevalence of teeth number and morphology abnormalities in pediatric patients' permanent teeth was 31.79% (1,382/4,347). The prevalence was higher in males. Significant difference between the genders was observed (P < 0.05). Tooth agenesis, the most frequent dental anomaly (15.00%, 652/4,347), was considerably common in females; supernumerary teeth (12.61%, 548/4,347) followed, which was significantly common in males. Both differences were statistically significant (P < 0.05). The levels of prevalence of both microdontia and dilacerations were 4.00% (174/4,347) and 2.16% (94/4,347). The prevalence of cusp deformity, odontoma, and fused teeth were relatively low at 0.74% (32/4,347), 0.51% (22/4,347), and 0.39% (17/4,347), respectively.
CONCLUSIONThe prevalence of teeth number and morphology abnormalities in children's permanent teeth at the mixed dentition stage is apparently high. Tooth agenesis and supernumerary teeth are the most frequent. Panoramic radiograph is an efficient method for the early diagnosis of teeth number and morphology abnormalities. This method can assist pediatric dentists to formulate treatment plans for children at the appropriate time.
Adolescent ; Child ; Child, Preschool ; China ; epidemiology ; Dentists ; Dentition, Mixed ; Dentition, Permanent ; Female ; Fused Teeth ; epidemiology ; Humans ; Male ; Odontoma ; epidemiology ; Patient Care Planning ; Prevalence ; Radiography, Panoramic ; Sex Factors ; Tooth Abnormalities ; diagnostic imaging ; epidemiology ; Tooth, Supernumerary ; diagnostic imaging ; epidemiology
4.Double Roots of Mandibular Premolar in Full-mouth Periapical Films.
Ling-jia KONG ; Kuo WAN ; Deng-gao LIU
Chinese Medical Sciences Journal 2015;30(3):174-178
OBJECTIVETo evaluate the incidence of two-rooted mandibular premolar morphology using full-mouth periapical film series in a Chinese population, with particular emphasis on bilateral incidence, so as to provide a clinical anatomical basis for root canal treatment in mandibular premolars.
METHODSA total of 2015 patients who underwent dental treatment and had full mouth periapical radiographs at the Peking University School of Stomatology from April 2011 to April 2012 were enrolled in this study. Three experienced dentists reviewed the patients' periapical films and classified the root morphology of mandibular premolars bilaterally. The incidence of unilateral and bilateral double roots were recorded and calculated, including confirmed and suspected bucco-lingual root types.
RESULTSIn terms of the morphology of two-rooted mandibular first premolars, of the 2015 cases with complete root formation, two-rooted first premolars were detected in 120 cases, with a total number of 159 teeth. According to the number of teeth, the overall incidence of double roots was 4.03% (159/3972). In terms of the morphology of two-rooted mandibular second premolars, of the 2015 cases with complete root formation, two-rooted second premolars were detected in 24 cases, with a total number of 33 teeth. According to the number of teeth, the overall incidence of double roots was 0.85% (33/3880).
CONCLUSIONSThe roots of mandibular premolars display specific morphological patterns. Based on a large sample, we observed and calculated not only the occurrence rate of bucco-lingual and mesio-distal double roots in first and second mandibular premolars, but also the incidence of unilateral or bilateral double roots within the same mandible. These findings could provide useful information on the anatomical structure of mandibular premolars for endodontic, prosthodontic and surgical procedures, and could improve the quality of treatment and reduce complications.
Adolescent ; Adult ; Aged ; Bicuspid ; abnormalities ; Child ; Humans ; Mandible ; Middle Aged ; Periapical Tissue ; diagnostic imaging ; Radiography ; Tooth Root ; abnormalities
5.Dental anomalies in first-degree relatives of transposed canine probands.
Adriana BARTOLO ; Neville CALLEJA ; Fraser MCDONALD ; Simon CAMILLERI
International Journal of Oral Science 2015;7(3):169-173
The aim of this study was to investigate and compare the inheritance pattern and prevalence of inheritable dental anomalies in a sample of patients with maxillary canine-first premolar transposition and their first-degree relatives with a sample of palatally displaced canine families. Thirty-five consecutive maxillary canine-first premolar transposition probands and 111 first-degree relatives were matched to 35 consecutive palatally displaced canine probands and 115 first-degree relatives. These were assessed for palatally displaced canines and incisor-premolar hypodontia. Parental age at birth of the proband was also noted. The results revealed that (i) there is no difference in the overall prevalence of palatally displaced canine or incisor-premolar hypodontia between the groups of relatives; (ii) first-degree relatives of bilateral palatally displaced canine probands have a higher prevalence of palatally displaced canine and incisor-premolar hypodontia than those with unilateral palatally displaced canine; and (iii) maternal age at birth of the maxillary canine-first premolar transposition probands was significantly higher than that of the palatally displaced canine probands. The results suggest that maxillary canine-first premolar transposition and palatally displaced canine are unlikely to be different genetic entities and also indicate environmental or epigenetic influences on dental development.
Cuspid
;
abnormalities
;
diagnostic imaging
;
Family
;
Humans
;
Radiography, Panoramic
;
Tooth Abnormalities
;
etiology
;
genetics
7.Bilateral maxillary fused second and third molars: a rare occurrence.
Rui-Zhen LIANG ; Jin-Tao WU ; You-Nong WU ; Roger J SMALES ; Ming HU ; Jin-Hua YU ; Guang-Dong ZHANG
International Journal of Oral Science 2012;4(4):231-234
This case report describes the diagnosis and endodontic therapy of maxillary fused second and third molars, using cone-beam computed tomography (CBCT). A 31-year-old Chinese male, with no contributory medical or family/social history, presented with throbbing pain in the maxillary right molar area following an unsuccessful attempted tooth extraction. Clinical examination revealed what appeared initially to be a damaged large extra cusp on the buccal aspect of the distobuccal cusp of the second molar. However, CBCT revealed that a third molar was fused to the second molar. Unexpectedly, the maxillary left third molar also was fused to the second molar, and the crown of an unerupted supernumerary fourth molar was possibly also fused to the apical root region of the second molar. Operative procedures should not be attempted without adequate radiographic investigation. CBCT allowed the precise location of the root canals of the right maxillary fused molar teeth to permit successful endodontic therapy, confirmed after 6 months.
Adult
;
Cone-Beam Computed Tomography
;
methods
;
Follow-Up Studies
;
Fused Teeth
;
diagnostic imaging
;
Humans
;
Image Processing, Computer-Assisted
;
methods
;
Imaging, Three-Dimensional
;
methods
;
Male
;
Maxilla
;
Molar
;
abnormalities
;
Molar, Third
;
abnormalities
;
Pulpitis
;
diagnostic imaging
;
Root Canal Therapy
;
Tooth Root
;
abnormalities
;
Tooth, Supernumerary
;
diagnostic imaging
;
Tooth, Unerupted
;
diagnostic imaging
8.Prosthodontic treatment of congenital tooth agenesis II. Clinical character of tooth agenesis.
Chinese Journal of Stomatology 2011;46(3):188-189
Alveolar Process
;
pathology
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Anodontia
;
diagnostic imaging
;
etiology
;
pathology
;
Anterior Eye Segment
;
abnormalities
;
Cleidocranial Dysplasia
;
complications
;
Eye Abnormalities
;
complications
;
Hallermann's Syndrome
;
complications
;
Humans
;
Malocclusion
;
complications
;
Prosthodontics
;
Radiography
;
Tooth Abnormalities
;
complications
9.Impacted lower third molar fused with a supernumerary tooth--diagnosis and treatment planning using cone-beam computed tomography.
Osny FERREIRA-JUNIOR ; Luciana Dorigatti de AVILA ; Marcelo Bonifácio da Silva SAMPIERI ; Eduardo DIAS-RIBEIRO ; Wei-liang CHEN ; Song FAN
International Journal of Oral Science 2009;1(4):224-228
This paper reported a case of fusion between an impacted third molar and a supernumerary tooth, in which a surgical intervention was carried out, with the objective of removing the dental elements. The panoramic radiography was complemented by the Donovan's radiographic technique; but because of the proximity of the dental element to the mandibular ramus, it was not possible to have a final fusion diagnosis. Hence, the Cone-Beam Computed Tomography-which provides precise three-dimensional information-was used to determinate the fusion diagnosis and also to help in the surgical planning. In this case report we observed that the periapical, occlusal and panoramic were not able to show details which could only be examined through the cone-beam computed tomography.
Adult
;
Cone-Beam Computed Tomography
;
methods
;
Diagnosis, Differential
;
Female
;
Follow-Up Studies
;
Fused Teeth
;
diagnostic imaging
;
Humans
;
Imaging, Three-Dimensional
;
methods
;
Molar, Third
;
abnormalities
;
diagnostic imaging
;
Patient Care Planning
;
Radiography, Bitewing
;
Radiography, Panoramic
;
Tooth Root
;
abnormalities
;
diagnostic imaging
;
Tooth, Impacted
;
diagnostic imaging
;
Tooth, Supernumerary
;
diagnostic imaging

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