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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

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  Paper Title: Factors Influencing Socio Economic Conditions of Fisher folk in Uttara kannada District, Karnataka

  Author Name(s): Dr. Ratish Madival, Sachin kurade, H H Bharadi, Archana Madhukar Naik

  Published Paper ID: - IJCRT2601144

  Register Paper ID - 299321

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2601144 and DOI : https://doi.org/10.56975/ijcrt.v14i1.299321

  Author Country : Indian Author, India, 581350 , Karnataka, 581350 , | Research Area: Medical Science All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601144
Published Paper PDF: download.php?file=IJCRT2601144
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601144.pdf

  Your Paper Publication Details:

  Title: FACTORS INFLUENCING SOCIO ECONOMIC CONDITIONS OF FISHER FOLK IN UTTARA KANNADA DISTRICT, KARNATAKA

 DOI (Digital Object Identifier) : https://doi.org/10.56975/ijcrt.v14i1.299321

 Pubished in Volume: 14  | Issue: 1  | Year: January 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Medical Science All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 1

 Pages: b197-b202

 Year: January 2026

 Downloads: 92

  E-ISSN Number: 2320-2882

 Abstract

The socio-economic conditions of the Fisher folk are shaped by the interplay of economic, social, and environmental factors. Fisheries provide livelihoods for millions globally, especially in coastal and rural communities, contributing to food security, employment, and income generation. However, the sector often faces challenges such as overfishing, resource depletion, and climate change, which threaten sustainability and economic viability. Small-scale fishers, who dominate the sector, frequently operate in vulnerable conditions with limited access to capital, technology, and markets. Their incomes are often irregular and insufficient to meet basic needs, exacerbating poverty and inequality. Social issues such as inadequate education, poor healthcare, and gender disparities further compound challenges within fishing communities. Conversely, the demand for fish and seafood around the world has created ample economic opportunities, promoting trade and exports. Developing and testing a measurement tool to accurately evaluate the underlying dimensions found through Exploratory Factor Analysis (EFA) is the process of validating a scale in the context of researching the socioeconomic circumstances of the fishing industry. The validated scale ensures that the constructs such as economic stability, social well-being, environmental sustainability, and institutional support are accurately measured and interpreted.


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 Keywords

Fisher folk, food security, sustainability, economic viability, global demand, Exploratory Factor Analysis

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  Paper Title: Data-Driven Personalization in Digital Marketing and Its Effect on Customer Retention

  Author Name(s): Durwin Dsouza

  Published Paper ID: - IJCRT2601143

  Register Paper ID - 299951

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2601143 and DOI :

  Author Country : Indian Author, United Arab Erimates, 00000 , Al Nahda 2, 00000 , | Research Area: Management All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601143
Published Paper PDF: download.php?file=IJCRT2601143
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601143.pdf

  Your Paper Publication Details:

  Title: DATA-DRIVEN PERSONALIZATION IN DIGITAL MARKETING AND ITS EFFECT ON CUSTOMER RETENTION

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 1  | Year: January 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Management All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 1

 Pages: b184-b196

 Year: January 2026

 Downloads: 117

  E-ISSN Number: 2320-2882

 Abstract

The growing adoption of data driven personalization has reshaped digital marketing practice, yet its relationship with long term customer retention remains under-explored relative to short term engagement outcomes. This study examines the association between data driven personalization strategies and customer retention outcomes across digital marketing contexts. Using a quantitative, observational research design, the study conducts a secondary comparative analysis of seven published case studies and peer reviewed empirical sources drawn from both academic and practitioner literature. Personalization initiatives are classified by intensity, and retention outcomes are assessed using reported metrics including retention rate, churn reduction, and repeat purchase behavior. The findings indicate a consistent positive association between analytics driven personalization and improved customer retention outcomes across multiple industries, including retail, subscription based services, and digital platforms. Higher intensity personalization approaches, such as predictive analytics and recommendation systems, are associated with stronger retention improvements than rule based or static personalization methods. Reported outcomes include retention rate increases of approximately 5 to 15 percentage points and churn reductions of 8 to 14 percent over observation periods ranging from 90 days to twelve months. The study contributes to marketing analytics research by shifting focus from engagement metrics toward retention based performance outcomes and by synthesizing fragmented evidence across academic and practitioner sources. From a managerial perspective, the findings highlight data driven personalization as a strategic capability for improving customer retention and long term value rather than a short term engagement tactic.


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 Keywords

data driven personalization, customer retention, marketing analytics, CRM, digital marketing

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  Paper Title: Management Of Inferior Alveolar Nerve Injury

  Author Name(s): Dr. Kanimozhiy Senguttuvan, Prithika S, Thilak ram U, Dr. Yeshwanth krishna L, Dr. Vandana Shenoy

  Published Paper ID: - IJCRT2601142

  Register Paper ID - 299940

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2601142 and DOI :

  Author Country : Indian Author, India, 600095 , Chennai, 600095 , | Research Area: Science All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601142
Published Paper PDF: download.php?file=IJCRT2601142
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601142.pdf

  Your Paper Publication Details:

  Title: MANAGEMENT OF INFERIOR ALVEOLAR NERVE INJURY

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 1  | Year: January 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Science All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 1

 Pages: b175-b183

 Year: January 2026

 Downloads: 63

  E-ISSN Number: 2320-2882

 Abstract

IAN injuries are caused by dental surgical procedures or accidents resulting when the procedure does not go well or an unexpected complication arises. The first thing to remember regarding the potential progression of an injury from acute to chronic is to have an accurate diagnosis and classification of the injury. Furthermore, if there is evidence of nerve damage and persistent symptoms, the earlier these injuries are diagnosed, the better the chances of recovery. This review will also look at the different types of chronic IAN injuries, their treatment options, and the relative outcomes of patients with different presentations of IAN injuries.Prevention strategies for the risk of injury to the inferior alveolar nerve through pre-operative imaging, guided implant placement, proper anaesthesia management and surgical practice have been highlighted as the main strategies to decrease the number of injuries. The final section of the article provides an overview of the newest advancements in regenerative strategies for treating IAN injuries, as well as recommendations for future clinical practice and research.


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 Keywords

Inferior alveolar nerve injury, Paresthesia, Neurosensory deficit, CBCT, Microsurgical repair.

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  Paper Title: Shifting of Ahom Capital: Geography, Security and Statecraft

  Author Name(s): Ankur jyoti bharali

  Published Paper ID: - IJCRT2601141

  Register Paper ID - 299458

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2601141 and DOI :

  Author Country : Indian Author, India, 785670 , moranhat , 785670 , | Research Area: Arts All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601141
Published Paper PDF: download.php?file=IJCRT2601141
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601141.pdf

  Your Paper Publication Details:

  Title: SHIFTING OF AHOM CAPITAL: GEOGRAPHY, SECURITY AND STATECRAFT

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 1  | Year: January 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Arts All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 1

 Pages: b172-b174

 Year: January 2026

 Downloads: 70

  E-ISSN Number: 2320-2882

 Abstract

The Ahom kingdom witnessed a series of capital shifts over the period of nearly six centuries, reflecting the dynamic interplay of geography, security, administration, demography and political exigencies. This study examines the evolution of Ahom capitals from Charaideo to Jorhat, highlighting the underlying reasons for each relocation. Charaideo, established by Sukapha in 1253 C.E., was chosen for its elevated, flood-free terrain, fertile agricultural land and central location, symbolising both spiritual sanctity and political authority. Subsequent shifts to Charagua under Sudangpha were driven primarily by security concerns, particularly the perceived threat from the Chutiyas, while retaining Charaideo's cultural significance. The establishment of Gargaon by Suklenmung marked a strategic and administrative consolidation, with fortified structures, advantageous transportation links and fertile surroundings enhancing state control. Later, Rudra Singha's transfer of the capital to Rangpur in 1699 A.D. responded to demographic growth, economic expansion and spatial constraints at Gargaon. Finally, the shift to Jorhat in 1794 A.D. under Gaurinath Singha was compelled by internal instability and the Moamaria rebellions, reflecting the declining strength of the Ahom monarchy and the prioritisation of immediate security over geographical advantages. The study also notes the symbolic continuity and legitimacy of capitals, as seen in the Moamaria rebels' decision to retain Rangpur as the seat of power. Overall, the shifting of capitals illustrate how environmental suitability, military strategy, administrative convenience and political legitimacy shaped state formation and governance in pre-colonial Assam.


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 Keywords

Ahom, Capital, Buranji, Swargadeo, Charaideo, Charagua, Gargaon, Rangpur, Jorhat

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Creative Commons Attribution 4.0 and The Open Definition


  Paper Title: ProConnect: A Multi-Agent AI Framework for Automated Recruitment and Intelligent Candidate Evaluation

  Author Name(s): Aditya Vijay Ingale, Parikshit Yedale, Purva Nandre, Samruddhi Deokar, Mansi Bhonsle

  Published Paper ID: - IJCRT2601140

  Register Paper ID - 296280

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2601140 and DOI :

  Author Country : Indian Author, India, 411028 , PUNE, 411028 , | Research Area: Science and Technology

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601140
Published Paper PDF: download.php?file=IJCRT2601140
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601140.pdf

  Your Paper Publication Details:

  Title: PROCONNECT: A MULTI-AGENT AI FRAMEWORK FOR AUTOMATED RECRUITMENT AND INTELLIGENT CANDIDATE EVALUATION

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 1  | Year: January 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Science and Technology

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 1

 Pages: b166-b171

 Year: January 2026

 Downloads: 97

  E-ISSN Number: 2320-2882

 Abstract

Proconnect presents a novel Multi-Agent System (MAS) designed to automate and enhance the traditional recruitment workflow, addressing the inefficiencies and biases inherent in manual candidate screening and interviewing. The Proconnect system utilizes a specialized quartet of interconnected AI agents to manage the talent acquisition process end-to-end. First, the Resume Processing Agent employs a Large Language Model (LLM) to extract and structure critical data from unstructured resumes (PDF/DOCX), storing it in a query-able database. Next, the Candidate Selection Agent efficiently filters and shortlists applicants by matching recruiter-specified keywords and experience requirements against the structured data. Following this, the Questionnaire Preparation Agent dynamically generates job-specific and highly relevant interview questions. Finally, the Interviewer Agent conducts a conversational interview, analyzes the candidate's responses, and provides a final quantitative score and qualitative summary. By dividing the complex hiring task into specialized, modular functions, Proconnect delivers a transparent, scalable, and highly effective framework for automated talent acquisition, significantly reducing time-to-hire while improving the quality and consistency of candidate assessment.


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 Keywords

Proconnect, Multi-Agent System, AI Agents, Professional Profiles, Talent Acquisition, Resume Parsing, Automated Interviewing, Career Development, Personalization.

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Creative Commons Attribution 4.0 and The Open Definition


  Paper Title: IMPACT OF STEP AEROBIC TRAINING ON SELECTED ENDURANCE VARIABLES AMONG BADMINTON PLAYERS

  Author Name(s): G.Vigneshwaran, S.Karthick

  Published Paper ID: - IJCRT2601139

  Register Paper ID - 300004

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2601139 and DOI :

  Author Country : Indian Author, India, 622 001 , Pudukkottai, 622 001 , | Research Area: Health Science All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601139
Published Paper PDF: download.php?file=IJCRT2601139
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601139.pdf

  Your Paper Publication Details:

  Title: IMPACT OF STEP AEROBIC TRAINING ON SELECTED ENDURANCE VARIABLES AMONG BADMINTON PLAYERS

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 1  | Year: January 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Health Science All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 1

 Pages: b161-b165

 Year: January 2026

 Downloads: 60

  E-ISSN Number: 2320-2882

 Abstract

The present study aim was to find out the impact of step aerobic training on selected endurance variables among badminton players. To attain the purpose of this study, 20 male badminton were selected as subjects at randomly in Pudukkottai District, Tamilnadu, India and the subject age were ranged from of 18 to 23 years and they were divided into two group and each group ten number of subjects. The selected participants were randomly divided into two groups such as group 'I' underwent aerobic training (n=10) for eight weeks and group II (n=10) acted as control they was not exposed to any specific training but they were participated in regular activities. The data on selected criterion variables such as vo2 Max and muscular endurance; it was assessed by Queens College Step Test and NHL push-and Pull Strength test respectively. The collected data were statistically analyzed by using dependent-'t' test and Analysis of Covariance (ANCOVA) was fixed at 0.05 level of confident. It was concluded that the Step aerobic training is an effective method for enhancing endurance variables in badminton players. Coaches and trainers should consider incorporating this training modality into structured programs to optimize player fitness and overall performance.


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 Keywords

Step Aerobics, Endurance, Badminton, Vo2 Max, Muscular Endurance

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  Paper Title: Anti-People Laws and Civil Liberties in Independent India (1947-2022): A Brief History

  Author Name(s): ADITYA ROY

  Published Paper ID: - IJCRT2601138

  Register Paper ID - 300003

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2601138 and DOI :

  Author Country : Indian Author, India, 734429 , BATASI, 734429 , | Research Area: Arts All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601138
Published Paper PDF: download.php?file=IJCRT2601138
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  Your Paper Publication Details:

  Title: ANTI-PEOPLE LAWS AND CIVIL LIBERTIES IN INDEPENDENT INDIA (1947-2022): A BRIEF HISTORY

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 1  | Year: January 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Arts All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 1

 Pages: b154-b160

 Year: January 2026

 Downloads: 72

  E-ISSN Number: 2320-2882

 Abstract

Since independence in 1947, India has constitutionally committed itself to democracy, fundamental rights, and civil liberties. At the same time, the Indian state has enacted a range of extraordinary laws in the name of national security, public order, development, and social control. Many of these laws--often termed anti-people laws--have been criticized for curtailing civil liberties, enabling state excesses, and disproportionately affecting political dissenters, minorities, workers, and marginalized communities. This paper presents a historical and analytical overview of anti-people laws in independent India from 1947 to 2022, examining their origins, evolution, justifications, and impact on civil liberties. It also reviews judicial responses, civil society resistance, and contemporary debates, arguing that the tension between security and liberty has been a persistent feature of Indian democracy.


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 Keywords

Civil Liberties, Anti-People Laws, Indian Constitution, Preventive Detention, Emergency, UAPA, AFSPA, Democratic Rights

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  Paper Title: PRAGATI (Pro Active Governance and Timely Implementation) and Infrastructure led Growth in India: An Empirical Assessment

  Author Name(s): Dr Yamuna Kilaru, Dr G.Steeven Raju

  Published Paper ID: - IJCRT2601137

  Register Paper ID - 300008

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2601137 and DOI : https://doi.org/10.56975/ijcrt.v14i1.300008

  Author Country : Indian Author, India, 533003 , Kakinada, 533003 , | Research Area: Social Science All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601137
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  Your Paper Publication Details:

  Title: PRAGATI (PRO ACTIVE GOVERNANCE AND TIMELY IMPLEMENTATION) AND INFRASTRUCTURE LED GROWTH IN INDIA: AN EMPIRICAL ASSESSMENT

 DOI (Digital Object Identifier) : https://doi.org/10.56975/ijcrt.v14i1.300008

 Pubished in Volume: 14  | Issue: 1  | Year: January 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Social Science All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 1

 Pages: b149-b153

 Year: January 2026

 Downloads: 86

  E-ISSN Number: 2320-2882

 Abstract

Over the last decade, India has undertaken an unprecedented expansion in public infrastructure investment, recognising its central role in boosting gross domestic product (GDP), generating employment, and producing strong multiplier effects across the economy. Central government capital expenditure on infrastructure increased more than fivefold--from approximately INR2 trillion in 2014 15 to INR11.1 trillion in 2024-25. This article examines the institutional innovation of PRAGATI (Pro Active Governance and Timely Implementation) as a governance mechanism that enhances the efficiency, timeliness, and economic impact of large scale infrastructure spending. Drawing on official Government of India data, PRAGATI review outcomes, and sectoral evidence from transport, energy, and urban infrastructure, the paper empirically analyses the relationship between infrastructure capital expenditure, project execution efficiency, GDP growth, and employment creation. The findings suggest that PRAGATI, complemented by the PM Gati Shakti National Master Plan, has significantly reduced coordination failures, mitigated cost and time overruns, and strengthened the growth multiplier of public investment.


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 Keywords

PRAGATI, infrastructure investment, capital expenditure, GDP growth, employment, governance, PM Gati Shakti

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  Paper Title: Design of a Multi-Touch Sensing Robot for Real-Time Human Interaction

  Author Name(s): Mrs.R.Annie Karunya, Sakthivel M.P, Saivigirdha.B, Saravanaprakash.A, Mithilesh.R.P

  Published Paper ID: - IJCRT2601136

  Register Paper ID - 300006

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2601136 and DOI :

  Author Country : Indian Author, India, 641004 , coimbatore, 641004 , | Research Area: Science and Technology

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601136
Published Paper PDF: download.php?file=IJCRT2601136
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601136.pdf

  Your Paper Publication Details:

  Title: DESIGN OF A MULTI-TOUCH SENSING ROBOT FOR REAL-TIME HUMAN INTERACTION

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 1  | Year: January 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Science and Technology

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 1

 Pages: b145-b148

 Year: January 2026

 Downloads: 72

  E-ISSN Number: 2320-2882

 Abstract

Human Robot Interaction (HRI) is an emerging research area focused on enabling robots to interact naturally and intelligently with humans. Most commercially available social robots are either expensive or limited to a single interaction mode, restricting their use in educational and research environments. This paper presents the design and implementation of a multi-touch sensing robot capable of real-time human interaction through touch, motion, vision, and voice inputs.The proposed system integrates touch sensors, ultrasonic sensors, a camera module, a microphone, and a gyroscope with a Raspberry Pi-based control architecture. Multiple sensory inputs are processed using an AI-based decision module to generate expressive outputs such as emotional eye animations, sound responses, and physical movements through servo motors and a four-wheel drive system. The robot demonstrates behaviors such as touch reaction, lift detection, obstacle avoidance, and person following.The developed robot serves as a low-cost, modular, and interactive platform suitable for STEM education, classroom demonstrations, and future research in affordable social robotics.


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Human Robot Interaction

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  Paper Title: Vision Transformer and Texture-Aware Multi-Instance Learning for Ovarian Cancer Subtype Classification

  Author Name(s): Pavan Kunchur, Vaishnavi Shyam Kulkarni, Soniya Rathod, Vaishnavi Dorikar, Bhavana Kolaki

  Published Paper ID: - IJCRT2601135

  Register Paper ID - 299854

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2601135 and DOI : https://doi.org/10.56975/ijcrt.v14i1.299854

  Author Country : Indian Author, India, 590008 , Belagavi, 590008 , | Research Area: Humanities All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601135
Published Paper PDF: download.php?file=IJCRT2601135
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  Your Paper Publication Details:

  Title: VISION TRANSFORMER AND TEXTURE-AWARE MULTI-INSTANCE LEARNING FOR OVARIAN CANCER SUBTYPE CLASSIFICATION

 DOI (Digital Object Identifier) : https://doi.org/10.56975/ijcrt.v14i1.299854

 Pubished in Volume: 14  | Issue: 1  | Year: January 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Humanities All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 1

 Pages: b138-b144

 Year: January 2026

 Downloads: 76

  E-ISSN Number: 2320-2882

 Abstract

Ovarian cancer remains a leading cause of gynaecological cancer mortality, with treatment outcomes heavily dependent on accurate subtype classification. Manual interpretation of gigapixel Whole Slide Images (WSIs) is labour-intensive and challenged by extreme resolution, background noise, and class imbalance, particularly in large datasets such as UBC-OCEAN. This study presents a novel framework for ovarian cancer subtype classification that integrates a Vision Transformer (ViT-B/16) encoder within an attention-based Multi-Instance Learning (MIL) architecture. A hierarchical preprocessing pipeline incorporating texture-aware patch sampling is introduced to prioritize diagnostically informative regions by ranking patches using variance and edge density. The ViT encoder extracts context-rich representations from these selected patches, which are aggregated through single-head attention for slide-level prediction. The proposed system demonstrates strong classification performance across all five subtypes, achieving a balanced accuracy of 0.750, and offers a scalable, objective solution for computational pathology. These results highlight the effectiveness of combining transformer-based feature extraction with targeted sampling strategies to address key challenges in high-resolution medical image analysis and support more accurate personalized diagnostics.


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 Keywords

Ovarian Cancer, Subtype Classification, Multi-Instance Learning (MIL), Vision Transformer (ViT), Whole Slide Images (WSI), Computational Pathology, Texture-Aware Sampling

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ISSN: 2320-2882
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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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