Redefining obstructive sleep apnea diagnosis: An attention augmented CNN-BiLSTM hybrid alternative to traditional PSG testing

Authors: Rishita Rathore, Harsh Lakdawala, Nilima Zade, Deepali Vora, Aditya Gupte, Shruti Patil

Source: MethodsX, Vol 16, Iss , Pp 103808- (2026)

Subject Terms: Sleep apnea, Deep learning, Obstructive sleep apnea, Polysomnography, Analysis of variance, Science

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Relation: http://www.sciencedirect.com/science/article/pii/S2215016126000257; https://doaj.org/toc/2215-0161

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Deepfake detection via spatial–temporal deep networks: leveraging CNNs and LSTMs for enhanced accuracy

Authors: Yash Jugade, Ziaurrahman Syed, Chris Dcosta, Aarohi Panicker, Deepali Vora

Source: Discover Applied Sciences, Vol 8, Iss 2, Pp 1-17 (2026)

Subject Terms: Deepfake detection, CNN, LSTM, ResNext50, VGG16, XceptionNet, Science (General), Q1-390

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Relation: https://doaj.org/toc/3004-9261

Access URL: https://doaj.org/article/6599c36bb24e4ec5a0b75d045881ec5c

Legal text summarization with optimized hybrid models and fine-tuned LLaMA-2

Authors: Dharil Patel, Shruti Patil, Deepali Vora, Aniket K. Shahade

Source: Discover Computing, Vol 29, Iss 1, Pp 1-18 (2026)

Subject Terms: Legal document summarization, Hybrid summarization, LLaMA-2 fine-tuning, BART model, Indian legal corpus, Low-rank adaptation (LoRA), Electronic computers. Computer science, QA75.5-76.95

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Relation: https://doaj.org/toc/2948-2992

Access URL: https://doaj.org/article/0d81e7efdcfa444dbb70e1d3ccea36a5

Context-Aware Deep Learning based Indian Footpath Damage Segmentation Dataset for Risk Assessment

Authors: Priti Chakurkar, Deepali Vora

Source: Scientific Data, Vol 12, Iss 1, Pp 1-13 (2025)

Subject Terms: Science

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Relation: https://doaj.org/toc/2052-4463

Access URL: https://doaj.org/article/aab24a13717b43da88a0a81634a3dfe2

EVMCSDLT: Electric vehicle mobile charging system using distributed ledger technology

Authors: Neha Deshmukh, Vaishali Khairnar, Deepali Vora, Aleksandar Jovanovic, Frédéric Le Mouël

Source: MethodsX, Vol 15, Iss , Pp 103553- (2025)

Subject Terms: Electric vehicles, Mobile charging, Distributed ledger technology, Offline payments, Blockchain, Security, Science

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Relation: http://www.sciencedirect.com/science/article/pii/S2215016125003978; https://doaj.org/toc/2215-0161

Access URL: https://doaj.org/article/7ec7af0edd794aef842c1569d397b0a5

AI-driven video summarization for optimizing content retrieval and management through deep learning techniques

Authors: Deepali Vora, Payal Kadam, Dadaso D Mohite, Nilesh Kumar, Nimit Kumar, Pratheeik Radhakrishnan, Shalmali Bhagwat

Source: Scientific Reports, Vol 15, Iss 1, Pp 1-13 (2025)

Subject Terms: Video summarization, Content retrieval, Convolutional neural networks, LSTM, ResNet50, Medicine, Science

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Relation: https://doaj.org/toc/2045-2322

Access URL: https://doaj.org/article/f91fd21341d44359a01d46ad192dfb0e

Intelligent Transportation System With 5G Vehicle-to-Everything (V2X): Architectures, Vehicular Use Cases, Emergency Vehicles, Current Challenges, and Future Directions

Authors: Vaishali Pawar, Nilima Zade, Deepali Vora, Vaishali Khairnar, Aurenice Oliveira, Ketan Kotecha, Ambarish Kulkarni

Source: IEEE Access, Vol 12, Pp 183937-183960 (2024)

Subject Terms: 5G, 5GAA use cases, C-V2X, emergency vehicles, MEC and MIMO, Electrical engineering. Electronics. Nuclear engineering, TK1-9971

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Relation: https://ieeexplore.ieee.org/document/10767678/; https://doaj.org/toc/2169-3536

Access URL: https://doaj.org/article/6bb7b58d32ed4f1d8ecf7c18acfa395d

Automated crack localization for road safety using contextual u-net with spatial-channel feature integration

Authors: Priti S. Chakurkar, Deepali Vora, Shruti Patil, Ketan Kotecha

Source: MethodsX, Vol 13, Iss , Pp 102796- (2024)

Subject Terms: Contextual U-Net with Spatial-Channel Feature Integration for Crack Localization, Science

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Relation: http://www.sciencedirect.com/science/article/pii/S2215016124002498; https://doaj.org/toc/2215-0161

Access URL: https://doaj.org/article/3f7bea6f9a6142539b3aaf48a51c7be3

Urban small-scale hydroponics: A compact, smart home-based hydroponics system

Authors: Akshay Kushawaha, Divya Shah, Deepali Vora, Nilima Zade, Kamatchi Iyer

Source: MethodsX, Vol 13, Iss , Pp 102998- (2024)

Subject Terms: Compact and Smart Home-based Hydroponics System, Science

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Relation: http://www.sciencedirect.com/science/article/pii/S2215016124004497; https://doaj.org/toc/2215-0161

Access URL: https://doaj.org/article/63cc3d6013434ea68ed2b2b9ee5cc930

Behavioral profiling for adaptive video summarization: From generalization to personalization

Authors: Payal Kadam, Deepali Vora, Shruti Patil, Sashikala Mishra, Vaishali Khairnar

Source: MethodsX, Vol 13, Iss , Pp 102780- (2024)

Subject Terms: Keyframe Extraction Based Single View Query Dependent Video Summarization, Science

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Relation: http://www.sciencedirect.com/science/article/pii/S2215016124002334; https://doaj.org/toc/2215-0161

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Detecting health misinformation: A comparative analysis of machine learning and graph convolutional networks in classification tasks

Authors: Bharti Khemani, Shruti Patil, Ketan Kotecha, Deepali Vora

Source: MethodsX, Vol 12, Iss , Pp 102737- (2024)

Subject Terms: Graph Convolutional Network, Hybrid Graph Convolutional Network, Science

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Relation: http://www.sciencedirect.com/science/article/pii/S2215016124001900; https://doaj.org/toc/2215-0161

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Multimodal Abstractive Summarization using bidirectional encoder representations from transformers with attention mechanism

Authors: Dakshata Argade, Vaishali Khairnar, Deepali Vora, Shruti Patil, Ketan Kotecha, Sultan Alfarhood

Source: Heliyon, Vol 10, Iss 4, Pp e26162- (2024)

Subject Terms: Attention mechanism, Bidirectional encoder representations from transformer, Decoder, Encoder, Multimodalities, Multimodal abstractive summarization, Science (General), Q1-390, Social sciences (General), H1-99

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Relation: http://www.sciencedirect.com/science/article/pii/S2405844024021935; https://doaj.org/toc/2405-8440

Access URL: https://doaj.org/article/4f567a35b62640baa8480919c1f947ab

Recent Challenges and Opportunities in Video Summarization With Machine Learning Algorithms

Authors: Payal Kadam, Deepali Vora, Sashikala Mishra, Shruti Patil, Ketan Kotecha, Ajith Abraham, Lubna Abdelkareim Gabralla

Source: IEEE Access, Vol 10, Pp 122762-122785 (2022)

Subject Terms: Video summarization survey, video sequence, single view summarization (SVS), multi view summarization (MVS), big data, Electrical engineering. Electronics. Nuclear engineering, TK1-9971

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Relation: https://ieeexplore.ieee.org/document/9955486/; https://doaj.org/toc/2169-3536

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Data-driven approach for AI-based crack detection: techniques, challenges, and future scope

Authors: Priti S. Chakurkar, Deepali Vora, Shruti Patil, Sashikala Mishra, Ketan Kotecha

Source: Frontiers in Sustainable Cities, Vol 5 (2023)

Subject Terms: computer vision, crack detection, deep learning, image processing, segmentation, Science (General), Q1-390, Social sciences (General), H1-99

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Relation: https://www.frontiersin.org/articles/10.3389/frsc.2023.1253627/full; https://doaj.org/toc/2624-9634

Access URL: https://doaj.org/article/da8d4503100b4f41b2926a5fac5420d2

Hybrid Model Using Rsa-Kem and Ethereum for Online Vote Casting

Authors: Priyanka Kokare, Deepali Vora, Komal Ghadage, Pooja Dhare, Siddhi Sutar

Source: 2025 9th International Conference on Computing, Communication, Control and Automation (ICCCBEA). :1-5

Enhancing Mass Mailing with Post-Quantum Cryptography: Implementation of Crystal Kyber and Crystal Dilithium

Authors: P. N. Kokare, Deepali Vora, Ganesh Deshmukh, Abhishek Shelar, Pratik Choudhari

Source: 2025 International Conference on Intelligent and Cloud Computing (ICoICC). :1-6

Predicting Pedestrian Fall Risk Through Deep Feature Fusion of Pavement Surface Imagery and Weather Streams

Authors: Priti Chakurkar, Deepali Vora

Source: International Journal of Pavement Research and Technology.

RPMS: Reliable Pipeline Monitoring System Using ML and Blockchain

Authors: Vaishali Khairnar, Deepali Vora, Safia Sadruddin

Source: Lecture Notes in Networks and Systems ISBN: 9789819503742

Enhanced Road Defect Detection with Deep Learning: Integrating Surface Texture Analysis and Background Subtraction

Authors: Priti Chakurkar, Deepali Vora, Priyanshi Jain, Saumya Jain

Source: 2025 International Conference on Sustainable Energy Technologies and Computational Intelligence (SETCOM). :1-6

Temporal Energy Consumption Exploration and Time Series Forecasting of Electricity Dynamics

Authors: Deepali Vora, Nilima Zade, Pransh Patwa, Akshay Kushwaha, Govinda Agrawal, Arjun Sharma

Source: 2024 IEEE Pune Section International Conference (PuneCon). :1-6