ISSN2320-2882
Impact Factor9.17
UGC ParametersAligned
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CrossRefDOI
ESTD2013
Peer ReviewTransparent
AccessOpen
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Paper Title
Review of An Inclusive System for Sign Language & Sentiment Detection
Authors
Atharv D. Khawale , Swara V. Malviya , Abhinandan R. Kharbade , Atharva A. Hingmire , Dr. Pravin S. Choudhary
Keywords
Emotion Fusion, Machine Learning (ML), Real time, Sign Language Recognition.
Abstract
Abstract -- In a world where communication is a fundamental right, individuals with hearing and speech impairments still face major barriers. Language is an essential aspect of human socialization, which poses difficulties for many hearing and speech-imperiled individuals. This paper presents an advanced AI-based system for Indian Sign Language recognition with integrated emotion fusion, aimed at improving real-time communication for individuals with hearing and speech impairments. Developed using Python and a Tkinter-based GUI, the system captures live video through a webcam, processes frames, and utilizes a Machine Learning (ML) to identify hand signs (a-z) alongside seven emotional states. By combining gesture recognition with emotion analysis, the system generates more expressive and context-aware sentences, which are further translated into Hindi or Marathi for regional accessibility. The approach leverages publicly available datasets from Kaggle for training and ensures a low-cost, efficient, and user-friendly solution that enhances inclusivity and bridges communication barriers in social, educational, and professional settings.
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IJCRT — journal style
"Review of An Inclusive System for Sign Language & Sentiment Detection", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.14, Issue 4, page no.c877-c881, April 2026, Available :https://ijcrt.org/papers/IJCRT2604344.pdf
APA — 7th edition
Khawale, A. D., Malviya, S. V., Kharbade, A. R., Hingmire, A. A., & Choudhary, P. S. (2026). Review of An Inclusive System for Sign Language & Sentiment Detection. International Journal of Creative Research Thoughts, 14(4), c877-c881. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604344
MLA — 9th edition
Khawale, Atharv D., et al. "Review of An Inclusive System for Sign Language & Sentiment Detection." International Journal of Creative Research Thoughts, vol. 14, no. 4, 2026, pp. c877-c881, https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604344.
Chicago — 17th, bibliography
Khawale, Atharv D., et al. "Review of An Inclusive System for Sign Language & Sentiment Detection." International Journal of Creative Research Thoughts 14, no. 4 (2026): c877-c881. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604344.
Harvard — author–date
Khawale, A.D. et al. (2026) 'Review of An Inclusive System for Sign Language & Sentiment Detection', International Journal of Creative Research Thoughts, 14(4), pp. c877-c881. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604344
IEEE — numbered reference
A. D. Khawale, S. V. Malviya, A. R. Kharbade, A. A. Hingmire and P. S. Choudhary, "Review of An Inclusive System for Sign Language & Sentiment Detection," IJCRT, vol. 14, no. 4, pp. c877-c881, Apr. 2026.
Vancouver — biomedical
Khawale AD, Malviya SV, Kharbade AR, Hingmire AA, Choudhary PS. Review of An Inclusive System for Sign Language & Sentiment Detection. IJCRT. 2026 Apr;14(4):c877-c881.
AMA — 11th edition
Khawale AD, Malviya SV, Kharbade AR, Hingmire AA, Choudhary PS. Review of An Inclusive System for Sign Language & Sentiment Detection. IJCRT. 2026;14(4):c877-c881. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604344
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT2604344,
author = {Atharv D. Khawale and Swara V. Malviya and Abhinandan R. Kharbade and Atharva A. Hingmire and Pravin S. Choudhary},
title = {Review of An Inclusive System for Sign Language & Sentiment Detection},
journal = {International Journal of Creative Research Thoughts},
volume = {14},
number = {4},
pages = {c877-c881},
year = {2026},
month = {April},
issn = {2320-2882},
url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604344}
}
RIS — EndNote, RefWorks
TY - JOUR
AU - Khawale, Atharv D.
AU - Malviya, Swara V.
AU - Kharbade, Abhinandan R.
AU - Hingmire, Atharva A.
AU - Choudhary, Pravin S.
TI - Review of An Inclusive System for Sign Language & Sentiment Detection
T2 - International Journal of Creative Research Thoughts
JA - IJCRT
VL - 14
IS - 4
PY - 2026
SN - 2320-2882
UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604344
SP - c877-c881
ER -
Issue
Volume 14 Issue 4,
April-2026
Pages : c877-c881
Article Information
- Pages
- c877-c881
- Published
- April 2026
- Registration ID
- IJCRT_304859
- Published Paper ID
- IJCRT2604344
- Research Area
- Science and Technology
- Author Type
- Indian Author
- Location
- Amravati, Maharashtra, India
- Peer Review
- Request Peer Review Report
- Licence
- CC BY 4.0 · Open Access
- ISSN & Impact Factor
- 2320-2882 · IF 9.17
- Downloads
- 146
- Permanent Link
- https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604344
- Published Paper PDF
- https://ijcrt.org/papers/IJCRT2604344.pdf
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International Journal of Creative Research Thoughts
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2320-2882
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