Efficient Point Cloud Streaming via Curvature and Edge-Aware Sampling and Deep-Learning-Based Reconstruction

Apoorva Nandigama; Rui Dai; Junjie Zhang

doi:10.1109/NAECON65708.2025.11235332

Efficient Point Cloud Streaming via Curvature and Edge-Aware Sampling and Deep-Learning-Based Reconstruction

Apoorva Nandigama
, Rui Dai
, Junjie Zhang

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	NAECON 2025 - IEEE National Aerospace and Electronics Conference
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9798331538132
DOIs	https://doi.org/10.1109/NAECON65708.2025.11235332
State	Published - 2025
Externally published	Yes
Event	2025 IEEE National Aerospace and Electronics Conference, NAECON 2025 - Dayton, United States Duration: Jul 28 2025 → Jul 31 2025

Publication series

Name	Proceedings of the IEEE National Aerospace Electronics Conference, NAECON
ISSN (Print)	0547-3578
ISSN (Electronic)	2379-2027

Conference

Conference	2025 IEEE National Aerospace and Electronics Conference, NAECON 2025
Country/Territory	United States
City	Dayton
Period	7/28/25 → 7/31/25

ASJC Scopus Subject Areas

Control and Systems Engineering
Computer Science Applications
Computer Networks and Communications
Electrical and Electronic Engineering

Keywords

Curvature-Aware
Edge Detection
Point Cloud Streaming
Point Completion Network
Reconstruction
Sampling

Access to Document

10.1109/NAECON65708.2025.11235332

Cite this

Nandigama, A., Dai, R., & Zhang, J. (2025). Efficient Point Cloud Streaming via Curvature and Edge-Aware Sampling and Deep-Learning-Based Reconstruction. In NAECON 2025 - IEEE National Aerospace and Electronics Conference (Proceedings of the IEEE National Aerospace Electronics Conference, NAECON). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/NAECON65708.2025.11235332

Efficient Point Cloud Streaming via Curvature and Edge-Aware Sampling and Deep-Learning-Based Reconstruction. / Nandigama, Apoorva; Dai, Rui; Zhang, Junjie.
NAECON 2025 - IEEE National Aerospace and Electronics Conference. Institute of Electrical and Electronics Engineers Inc., 2025. (Proceedings of the IEEE National Aerospace Electronics Conference, NAECON).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Nandigama, A, Dai, R & Zhang, J 2025, Efficient Point Cloud Streaming via Curvature and Edge-Aware Sampling and Deep-Learning-Based Reconstruction. in NAECON 2025 - IEEE National Aerospace and Electronics Conference. Proceedings of the IEEE National Aerospace Electronics Conference, NAECON, Institute of Electrical and Electronics Engineers Inc., 2025 IEEE National Aerospace and Electronics Conference, NAECON 2025, Dayton, United States, 7/28/25. https://doi.org/10.1109/NAECON65708.2025.11235332

Nandigama A, Dai R, Zhang J. Efficient Point Cloud Streaming via Curvature and Edge-Aware Sampling and Deep-Learning-Based Reconstruction. In NAECON 2025 - IEEE National Aerospace and Electronics Conference. Institute of Electrical and Electronics Engineers Inc. 2025. (Proceedings of the IEEE National Aerospace Electronics Conference, NAECON). doi: 10.1109/NAECON65708.2025.11235332

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title = "Efficient Point Cloud Streaming via Curvature and Edge-Aware Sampling and Deep-Learning-Based Reconstruction",

keywords = "Curvature-Aware, Edge Detection, Point Cloud Streaming, Point Completion Network, Reconstruction, Sampling",

author = "Apoorva Nandigama and Rui Dai and Junjie Zhang",

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Y1 - 2025

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KW - Edge Detection

KW - Point Cloud Streaming

KW - Point Completion Network

KW - Reconstruction

KW - Sampling

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M3 - Conference contribution

AN - SCOPUS:105029506269

T3 - Proceedings of the IEEE National Aerospace Electronics Conference, NAECON

BT - NAECON 2025 - IEEE National Aerospace and Electronics Conference

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2025 IEEE National Aerospace and Electronics Conference, NAECON 2025

Y2 - 28 July 2025 through 31 July 2025

ER -

Efficient Point Cloud Streaming via Curvature and Edge-Aware Sampling and Deep-Learning-Based Reconstruction

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Cite this