scispace - formally typeset
Journal ArticleDOI

Automatic target detection and tracking in forward-looking infrared image sequences using morphological connected operators

Reads0
Chats0
TLDR
Experimental results, obtained with real FLIR image sequences, illustrating a wide variety of target and clutter variability, demonstrate the effectiveness and robustness of the proposed method.
Abstract
We propose a method for automatic target detection and tracking in forward-looking infrared (FLIR) image sequences. We use morphological connected operators to extract and track targets of interest and remove undesirable clutter. The design of these operators is based on general size, connectivity, and motion criteria, using spatial intraframe and temporal interframe information. In a first step, an image sequence is filtered on a frame-by-frame basis to remove background and residual clutter and to enhance the presence of targets. Detections extracted from the first step are passed to a second step for motion-based analysis. This step exploits the spatiotemporal correlation of the data, stated in terms of a connectivity criterion along the time dimension. The proposed method is suitable for piplined implementation or time progressive coding/transmission, since only a few frames are considered at a time. Experimental results, obtained with real FLIR image sequences, illustrating a wide variety of target and clutter variability, demonstrate the effectiveness and robustness of the proposed method.

read more

Citations
More filters
Journal ArticleDOI

Target tracking in airborne forward looking infrared imagery

TL;DR: A robust approach for tracking targets in forward looking infrared (FLIR) imagery taken from an airborne moving platform, which combines automatic model update and global motion compensation into one framework is proposed.
Journal ArticleDOI

Infrared small target detection based on local intensity and gradient properties

TL;DR: Inspired by the Gaussian-like shape of the small target, the local intensity and gradient map is calculated from the original infrared image in order to enhance the targets and suppress clutters.
Journal ArticleDOI

Airborne vision-based collision-detection system

TL;DR: This paper describes the development and evaluation of a real‐time, vision‐based collision‐detection system suitable for fixed‐wing aerial robotics and overcame the challenge of achieving real-time computational speeds by exploiting the parallel processing architectures of graphics processing units found on commercial‐off‐the‐shelf graphics devices.
Journal ArticleDOI

Small target detection using bilateral filter and temporal cross product in infrared images

TL;DR: The proposed spatial and temporal target detection method using spatial bilateral filter (BF) and temporal cross product (TCP) of temporal pixels in infrared (IR) image sequences shows better discrimination of target and clutters and lower false alarm rates than the existing target detection methods.
References
More filters
Book

Image Analysis and Mathematical Morphology

Jean Serra
TL;DR: This invaluable reference helps readers assess and simplify problems and their essential requirements and complexities, giving them all the necessary data and methodology to master current theoretical developments and applications, as well as create new ones.
Book

Morphological Image Analysis: Principles and Applications

Pierre Soille
TL;DR: This self-contained volume will be valuable to all engineers, scientists, and practitioners interested in the analysis and processing of digital images.
Journal ArticleDOI

Morphological grayscale reconstruction in image analysis: applications and efficient algorithms

TL;DR: An algorithm that is based on the notion of regional maxima and makes use of breadth-first image scannings implemented using a queue of pixels results in a hybrid gray-scale reconstruction algorithm which is an order of magnitude faster than any previously known algorithm.
Book

Morphological image operators

TL;DR: First Principles Complete Lattices Operators on complete lattice operators which are Translation Invariant Adjunctions, Dilations, and Erosions Openings and Closings Hit-or-miss Topology and Semi Continuity Discretization Convexity, Distance, and Connectivity Lattice Representations of Functions Morphology for Grey-Scale Images Morphological Filters Filtering and Iteration.
Journal ArticleDOI

Antiextensive connected operators for image and sequence processing

TL;DR: This paper shows that connected operators work implicitly on a structured representation of the image made of flat zones, and proposes the max-tree as a suitable and efficient structure to deal with the processing steps involved in antiextensive connected operators.
Related Papers (5)