An enhanced time efficient technique for image watermarking using ant colony optimization and light gradient boosting algorithm

Sharma, Vipul; Mir, Roohie Naaz

doi:10.1016/j.jksuci.2019.03.009

Cited by 40 publications

(44 citation statements)

References 18 publications

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“…Heuristic optimization algorithms offer solutions close to nonlinear mathematics and real life problems. In the literature, heuristic optimization algorithms have been applied in many different areas [83][84][85][86][87]. Particle Swarm Optimization (PSO), one of these algorithms, is a heuristic algorithm put forward by Kennedy and Eberhart in 1995 [88].…”

Section: Pso and Bpsomentioning

confidence: 99%

BPSO ve SVM'ye Dayalı Yüzde Duygu Tanıma için Derin Özellik Seçimi

et al. 2023

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Section: Pso and Bpsomentioning

confidence: 99%

BPSO ve SVM'ye Dayalı Yüzde Duygu Tanıma için Derin Özellik Seçimi

et al. 2023

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“…This challenge can be dealt with by incorporating an evolutionary intelligence algorithm. The implementation is done by embedding a watermark in the DCT domain, accompanied by a nature-based optimization watermark [16]. This is due to the resistance to lossy JPEG compression [17].…”

Section: Dctmentioning

confidence: 99%

“…It is calculated through a mathematical ratio known as Peak Signal to Noise ratio (PSNR) as per Eqs. ( 15)- (16). The term robustness refers to the embedded watermark's ability to withstand image manipulation and geometric attacks.…”

Section: Quality Measuresmentioning

confidence: 99%

A Robust Video Watermarking Scheme with Squirrel Search Algorithm

Bhaskar¹,

Sharma²,

Mohiuddin³

et al. 2022

Computers, Materials &Amp; Continua

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Advancement in multimedia technology has resulted in protection against distortion, modification, and piracy. For implementing such protection, we have an existing technique called watermarking but obtaining desired distortion level with sufficient robustness is a challenging task for watermarking in multimedia applications. In the paper, we proposed a smart technique for video watermarking associating meta-heuristic algorithms along with an embedding method to gain an optimized efficiency. The main aim of the optimization algorithm is to obtain solutions with maximum robustness, and which should not exceed the set threshold of quality. To represent the accuracy of the proposed scheme, we employ a popular video watermarking technique (DCT domain) having frame selection and embedding method for watermarking. A squirrel search algorithm is chosen as a meta-heuristic algorithm that utilizes the stated fitness function. The results indicate that quality constraint is fulfilled, and the proposed technique gives improved robustness against different attacks with several quality thresholds. The proposed technique could be practically implemented in several multimedia applications such as the films industry, medical imagery, OOT platforms, etc.

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“…In order to improve the efficiency & effectiveness of an algorithm, the optimizations parameter plays a very important role. The algorithms designed for color image watermarking in the wavelet domain have been optimized by number of technique which include Singular Value Decomposition (SVD) [16], Support Vector Machine (SVM) [31,32], Ant Colony Optimization (ACO) [67], Independent Component Analysis (ICA), Fuzzy Logic [75], Genetic Algorithm (GA) [41], Firefly Algorithm (FA) [39], Modified Firefly Algorithm [56], Particle Swarm Optimization (PSO) [70], Artificial Bee Colony Algorithm [7], Differential Evolution (DE) [54], Cat Swarm Optimization (CSO) and Cuckoo Search (CS) [2]. The work based on the optimization techniques has been summarized as:…”

Section: Optimization Techniques Usedmentioning

confidence: 99%

DWT based color image watermarking: a review

Giri

Quadri

Bashir

et al. 2020

Multimed Tools Appl

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In today's knowledge driven society and technology driven economy, when data is considered to be one of the most important corporate resource of an organization, equally important is the security of the same to prevent unauthorized users to access and manipulate it. Watermarking being an appropriate solution for claiming authorization has prompted many researchers to work in this direction and accordingly a substantial amount of research work has been done using different schemes on various media types. The main impetus in writing this paper is to provide a broader view as how much work has been carried so far and what are the different dimensions that have been taken into consideration to watermark color images using discrete wavelet transformation. The paper will help prospective researchers to gain more insight about the work that has been done and pave a way for them to design and implement better techniques.

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An enhanced time efficient technique for image watermarking using ant colony optimization and light gradient boosting algorithm

Cited by 40 publications

References 18 publications

BPSO ve SVM'ye Dayalı Yüzde Duygu Tanıma için Derin Özellik Seçimi

BPSO ve SVM'ye Dayalı Yüzde Duygu Tanıma için Derin Özellik Seçimi

A Robust Video Watermarking Scheme with Squirrel Search Algorithm

DWT based color image watermarking: a review

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