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Research Paper
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Paper Title

Detect-to-Summarize Network for Video Summarization: A Versatile Approach

Article Identifiers

Registration ID: IJNRD_226375

Published ID: IJNRD2408097

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Keywords

modeling, video summarization, and anchor-free detection.

Abstract

This suggested study presents the Detect-to-Summonize network (DSNet), a supervised video summarizing architecture. Using the first method required a lot of work to create a video overview. The anchor free and anchor-based technique with temporal consideration for video summarization is used. The anchor-based approach is used with temporal interest with location regression and importance prediction. Interestingly, information about the quality and accuracy of the summary produced is presented in both the positive and negative sections. We anticipate segment placements and video frame significance ratings in advance, which somewhat mitigates the anchor-free method's temporal suggestion shortcomings. More precisely, the interest detection system can be easily integrated with commercially available supervised video summarizing techniques. We use the Tsum and SumMe datasets to give an examination of anchor-based versus anchor-free techniques. It is evident from the trial's outcomes that both anchor-based and anchor-free strategies are effective.

How To Cite (APA)

Ms.Kaveri kadam, Ms.Sarita sapkal, Dr.Geetha Chllarge, Ms.Vandana Rupnar, & Dr.Swati Shekapure (August-2024). Detect-to-Summarize Network for Video Summarization: A Versatile Approach. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(8), b38-b44. https://ijnrd.org/papers/IJNRD2408097.pdf

Issue

Other Publication Details

Paper Reg. ID: IJNRD_226375

Published Paper Id: IJNRD2408097

Downloads: 000122253

Research Area: Engineering

Author Type: Indian Author

Country: karad, Maharashtra, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2408097.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2408097

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Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

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Call For Paper - Volume 10 | Issue 12 | December 2025

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Current Issue: Volume 10 | Issue 12 | December 2025

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