Artificial intelligence;
Cancer detection;
Cancer diagnosis;
Prediction;
Deep learning;
Machine learning;
Image Processing;
GASTRIC-CANCER;
CLASSIFICATION;
D O I:
10.1007/s10462-024-10783-6
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Artificial intelligence (AI) is being used increasingly to detect fatal diseases such as cancer. The potential reduction in human error, rapid diagnosis, and consistency of judgment are the primary motives for using these applications. Artificial Neural Networks and Convolution Neural Networks are popular AI techniques being increasingly used in diagnosis. Numerous academics have explored and evaluated AI methods used in the detection of various cancer types for comparison and analysis. This study presents a thorough evaluation of the AI techniques used in cancer detection based on extensively researched studies and research trials published on the subject. The manuscript offers a thorough evaluation and comparison of the AI methods applied to the detection of five primary cancer types: breast cancer, lung cancer, colorectal cancer, prostate cancer, skin cancer, and digestive cancer. To determine how well these models compare with medical professionals' judgments, the opinions of developed models and of experts are compared and provided in this paper.
机构:
Sichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Deng, Yang
Qin, Hang-Yu
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Sichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Qin, Hang-Yu
Zhou, Yan-Yan
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Sichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Zhou, Yan-Yan
Liu, Hong-Hong
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机构:
Sichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Liu, Hong-Hong
Jiang, Yong
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机构:
Sichuan Univ, West China Hosp, Dept Pathol, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Jiang, Yong
Liu, Jian-Ping
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Sichuan Univ, West China Hosp, Dept Pathol, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Liu, Jian-Ping
Bao, Ji
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Sichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Inst Clin Pathol, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
机构:
Univ Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, ItalyUniv Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, Italy
Broggi, Giuseppe
Maniaci, Antonino
论文数: 0引用数: 0
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机构:
Univ Enna Kore, Dept Med & Surg, I-94100 Enna, Italy
ASP Ragusa Hosp Giovanni Paolo II, I-97100 Ragusa, ItalyUniv Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, Italy
Maniaci, Antonino
Lentini, Mario
论文数: 0引用数: 0
h-index: 0
机构:
Univ Enna Kore, Dept Med & Surg, I-94100 Enna, Italy
ASP Ragusa Hosp Giovanni Paolo II, I-97100 Ragusa, ItalyUniv Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, Italy
Lentini, Mario
Palicelli, Andrea
论文数: 0引用数: 0
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机构:
Azienda USL IRCCS Reggio Emilia, Pathol Unit, I-42123 Reggio Emilia, ItalyUniv Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, Italy
Palicelli, Andrea
Zanelli, Magda
论文数: 0引用数: 0
h-index: 0
机构:
Azienda USL IRCCS Reggio Emilia, Pathol Unit, I-42123 Reggio Emilia, ItalyUniv Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, Italy
Zanelli, Magda
Zizzo, Maurizio
论文数: 0引用数: 0
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机构:
Azienda USL IRCCS Reggio Emilia, Surg Oncol Unit, I-42123 Reggio Emilia, ItalyUniv Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, Italy
Zizzo, Maurizio
Koufopoulos, Nektarios
论文数: 0引用数: 0
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机构:
Natl & Kapodistrian Univ Athens, Attikon Univ Hosp, Med Sch, Dept Pathol 2, Athens 15772, GreeceUniv Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, Italy
Koufopoulos, Nektarios
Salzano, Serena
论文数: 0引用数: 0
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机构:
Univ Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, ItalyUniv Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, Italy
Salzano, Serena
Mazzucchelli, Manuel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, ItalyUniv Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, Italy
Mazzucchelli, Manuel
Caltabiano, Rosario
论文数: 0引用数: 0
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机构:
Univ Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, ItalyUniv Catania, Dept Med Surg Sci & Adv Technol GF Ingrassia, Anat Pathol, I-95123 Catania, Italy
机构:
Univ Sharjah, Coll Hlth Sci, Med Diagnost Imaging Dept, Sharjah 27272, U Arab Emirates
Near East Univ, Operat Res Ctr Healthcare, TRNC Mersin 10, TR-99138 Nicosia, TurkiyeUniv Sharjah, Coll Hlth Sci, Med Diagnost Imaging Dept, Sharjah 27272, U Arab Emirates
Ozsahin, Dilber Uzun
Emegano, Declan Ikechukwu
论文数: 0引用数: 0
h-index: 0
机构:
Near East Univ, Operat Res Ctr Healthcare, TRNC Mersin 10, TR-99138 Nicosia, TurkiyeUniv Sharjah, Coll Hlth Sci, Med Diagnost Imaging Dept, Sharjah 27272, U Arab Emirates
Emegano, Declan Ikechukwu
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Uzun, Berna
Ozsahin, Ilker
论文数: 0引用数: 0
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机构:
Near East Univ, Operat Res Ctr Healthcare, TRNC Mersin 10, TR-99138 Nicosia, Turkiye
Weill Cornell Med, Brain Hlth Imaging Inst, Dept Radiol, New York, NY 10065 USAUniv Sharjah, Coll Hlth Sci, Med Diagnost Imaging Dept, Sharjah 27272, U Arab Emirates
机构:
Qatar Univ, Coll Med, QU Hlth, POB 2713, Doha, QatarQatar Univ, Coll Med, QU Hlth, POB 2713, Doha, Qatar
Ferih, Khaled
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Elsayed, Basel
Elshoeibi, Amgad M.
论文数: 0引用数: 0
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Qatar Univ, Coll Med, QU Hlth, POB 2713, Doha, QatarQatar Univ, Coll Med, QU Hlth, POB 2713, Doha, Qatar
Elshoeibi, Amgad M.
Elsabagh, Ahmed A.
论文数: 0引用数: 0
h-index: 0
机构:
Qatar Univ, Coll Med, QU Hlth, POB 2713, Doha, QatarQatar Univ, Coll Med, QU Hlth, POB 2713, Doha, Qatar
Elsabagh, Ahmed A.
Elhadary, Mohamed
论文数: 0引用数: 0
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机构:
Qatar Univ, Coll Med, QU Hlth, POB 2713, Doha, QatarQatar Univ, Coll Med, QU Hlth, POB 2713, Doha, Qatar
Elhadary, Mohamed
Soliman, Ashraf
论文数: 0引用数: 0
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机构:
Hamad Med Corp HMC, Pediat Dept, Hematol Sect, POB 3050, Doha, QatarQatar Univ, Coll Med, QU Hlth, POB 2713, Doha, Qatar
Soliman, Ashraf
Abdalgayoom, Mohammed
论文数: 0引用数: 0
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机构:
Hamad Med Corp HMC, Natl Ctr Canc Care & Res NCCCR, Hematol Sect, Med Oncol, POB 3050, Doha, QatarQatar Univ, Coll Med, QU Hlth, POB 2713, Doha, Qatar
Abdalgayoom, Mohammed
Yassin, Mohamed
论文数: 0引用数: 0
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机构:
Qatar Univ, Coll Med, QU Hlth, POB 2713, Doha, Qatar
Hamad Med Corp HMC, Natl Ctr Canc Care & Res NCCCR, Hematol Sect, Med Oncol, POB 3050, Doha, QatarQatar Univ, Coll Med, QU Hlth, POB 2713, Doha, Qatar
机构:
Post Grad Inst Med Educ & Res PGIMER, Dept Pharmacol, Chandigarh 160012, IndiaPost Grad Inst Med Educ & Res PGIMER, Dept Pharmacol, Chandigarh 160012, India
Kumar, Anil
Aravind, Nikhil
论文数: 0引用数: 0
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机构:
Post Grad Inst Med Educ & Res PGIMER, Dept Pharmacol, Chandigarh 160012, IndiaPost Grad Inst Med Educ & Res PGIMER, Dept Pharmacol, Chandigarh 160012, India
Aravind, Nikhil
Gillani, Tayiba
论文数: 0引用数: 0
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机构:
Govt Coll Univ, Inst Ind Biotechnol IIB, Lahore, PakistanPost Grad Inst Med Educ & Res PGIMER, Dept Pharmacol, Chandigarh 160012, India
Gillani, Tayiba
Kumar, Deepak
论文数: 0引用数: 0
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机构:
Translat Heath Sci & Technol Inst THSTI, Faridabad 121001, IndiaPost Grad Inst Med Educ & Res PGIMER, Dept Pharmacol, Chandigarh 160012, India