Abstract
This research introduces a summarization app using Flask and Hugging Face API. It summarizes audio, PDFs, and text efficiently. It features robust audio summarization by converting speech to text and then summarizing it. It also supports PDF and text summarization. The pre-trained NLP models like DistilBART, offers accurate and concise summaries. The user interface is intuitive, allowing seamless interaction. Overall, it's a comprehensive tool for extracting insights from various content sources, enhancing productivity.
References
J. R, B. S. Anami and P. B. K, "Text Document Summarization Using POS tagging for Kannada Text Documents," 2021 11th International Conference on Cloud Computing, Data Science & Engineering (Confluence), Noida, India, 2021, pp. 423-426, doi: 10.1109/Confluence51648.2021.9377106.
K. Padmanandam, S. P. V. D. S. Bheri, L. Vegesna and K. Sruthi, "A Speech Recognized Dynamic Word Cloud Visualization for Text Summarization," 2021 6th International Conference on Inventive Computation Technologies (ICICT), Coimbatore, India, 2021, pp. 609-613, doi: 10.1109/ICICT50816.2021.9358693.
M. F. Mridha, A. A. Lima, K. Nur, S. C. Das, M. Hasan and M. M. Kabir, "A Survey of Automatic Text Summarization: Progress, Process and Challenges," in IEEE Access, vol. 9, pp. 156043-156070, 2021, doi: 10.1109/ACCESS.2021.3129786.
Jadhav, Kavita Namdeo. "An Analysis of Text Summarization Approaches using Natural Language Processing." International Journal of Ingenious Research, Invention and Development, vol. 1, no. 2, 2023, p. 12. ISSN: 2583-648X
Vinnarasu, A., and Deepa V. Jose. "Speech to Text Conversion and Summarization for Effective Understanding and Documentation." International Journal of Electrical and Computer Engineering, vol. 9, no. 5,[Year], pp. 3642-3648, doi: 10.11591/ijece.v9i5.pp3642-3648.
K. Balasundaram and C. R. J. Amalraj, "Speech Document Summarization using Neural Network," 2019 4th International Conference on Information Technology Research (ICITR), Moratuwa, Sri Lanka, 2019, pp. 1-3, doi: 10.1109/ICITR49409.2019.9407785.
K. Khadilkar, S. Kulkarni and S. Venkatraman, "A Knowledge Graph Based Approach for Automatic Speech and Essay Summarization," 2019 IEEE 5th International Conference for Convergence in Technology (I2CT), Bombay, India, 2019, pp. 1-6, doi: 10.1109/I2CT45611.2019.9033908.
A. Bhat, A. C. Rao, A. Bhaskar, V. Adithya and D. Pratiba, "A Cost-Effective Audio- Visual Summarizer for Summarization of Presentations and Seminars," 2018 3rdInternational Conference on Computational Systems and Information Technology for Sustainable Solutions (CSITSS), Bengaluru, India, 2018, pp. 271-276, doi: 10.1109/CSITSS.2018.8768740.
J. Choi, H. Gill, S. Ou, Y. Song and J. Lee, "Design of Voice to Text Conversion and Management Program Based on Google Cloud Speech API," 2018 International Conference on Computational Science and Computational Intelligence (CSCI), Las Vegas, NV, USA, 2018, pp. 1452-1453, doi: 10.1109/CSCI46756.2018.00286.
C. -I. Tsai, H. -T. Hung, K. -Y. Chen and B. Chen, "Extractive speech summarization leveraging convolutional neural network techniques," 2016 IEEE Spoken Language Technology Workshop (SLT), San Diego, CA, USA, 2016, pp. 158-164, doi: 10.1109/SLT.2016.7846259.
N. Sharma and S. Sardana, "A real time speech to text conversion system using bidirectional Kalman filter in Matlab," 2016 International Conference on Advances in Computing, Communications and Informatics (ICACCI), Jaipur, India, 2016, pp. 2353-2357, doi: 10.1109/ICACCI.2016.7732406.
S. Manne, S. M. Z. Pervez and S. S. Fatima, "A novel automatic text summarization system with feature terms identification," 2011 Annual IEEE India Conference, Hyderabad, India, 2011, pp. 1-6, doi: 10.1109/INDCON.2011.6139386.
Y. Liu, S. Xie and F. Liu, "Using n-best recognition output for extractive summarization and keyword extraction in meeting speech," 2010 IEEE International Conference on Acoustics, Speech and Signal Processing, Dallas, TX, USA, 2010, pp. 5310-5313, doi: 10.1109/ICASSP.2010.5494972.
J. J. Zhang, R. H. Y. Chan and P. Fung, "Extractive speech summarization by active learning," 2009 IEEE Workshop on Automatic Speech Recognition & Understanding, Moreno, Italy, 2009, pp. 392-397, doi: 10.1109/ASRU.2009.5373269.
J. Mrozinski, E. W. D. Whittaker, P. Chatain and S. Furui, "Automatic Sentence Segmentation of Speech for Automatic Summarization," 2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings, Toulouse, France, 2006, pp. I-I, doi: 10.1109/ICASSP.2006.1660187.
C. M. Taskiran, Z. Pizlo, A. Amir, D. Ponceleon and E. J. Delp, "Automated video program summarization using speech transcripts," in IEEE Transactions on Multimedia, vol. 8, no. 4, pp. 775-791, Aug. 2006, doi: 10.1109/TMM.2006.876282.
McKeown, K., Hirschberg, J., Galley, M., & Maskey, S. (2005). From Text to Speech Summarization. Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on, 5. doi:10.1109/ICASSP.2005.1416474.
S. Furui, T. Kikuchi, Y. Shinnaka and C. Hori, "Speech-to-text and speech-to-speech summarization of spontaneous speech," in IEEE Transactions on Speech and Audio Processing, vol. 12, no. 4, pp. 401-408, July 2004, doi: 10.1109/TSA.2004.828699.
Chia-Hsin Hsieh, Chien-Lin Huang and Chung-Hsien Wu, "Spoken document summarization using topic-related corpus and semantic dependency grammar," 2004 International Symposium on Chinese Spoken Language Processing, Hong Kong, China, 2004, pp. 333-336, doi: 10.1109/CHINSL.2004.1409654.
