Vectorial Image Representation for Image Classification [PDF]
Journal of ImagingThis paper proposes the transformation S→C→, where S is a digital gray-level image and C→ is a vector expressed through the textural space. The proposed transformation is denominated Vectorial Image Representation on the Texture Space (VIR-TS), given ...
Maria-Eugenia Sánchez-Morales +5 more
doaj +4 more sources
An improved novel quantum image representation and its experimental test on IBM quantum experience. [PDF]
Sci Rep, 2021 Quantum image representation (QIR) is a necessary part of quantum image processing (QIP) and plays an important role in quantum information processing.
Su J, Guo X, Liu C, Lu S, Li L.
europepmc +2 more sources
Perceptual Image Representation
EURASIP Journal on Image and Video Processing, 2007 This paper describes a rarity-based visual attention model working on both still images and video sequences. Applications of this kind of models are numerous and we focus on a perceptual image representation which enhances the perceptually important ...
Matei Mancas +2 more
doaj +3 more sources
Digital Image Representation by Atomic Functions: The Compression and Protection of Data for Edge Computing in IoT Systems [PDF]
Sensors, 2022 Digital images are used in various technological, financial, economic, and social processes. Huge datasets of high-resolution images require protected storage and low resource-intensive processing, especially when applying edge computing (EC) for ...
Viktor Makarichev +3 more
doaj +2 more sources
Computer-aided detection and visualization of pulmonary embolism using a novel, compact, and discriminative image representation. [PDF]
Med Image Anal, 2019 Diagnosing pulmonary embolism (PE) and excluding disorders that may clinically and radiologically simulate PE poses a challenging task for both human and machine perception.
Tajbakhsh N +3 more
europepmc +2 more sources
Image Representation Method Based on Relative Layer Entropy for Insulator Recognition [PDF]
Entropy, 2020 Deep convolutional neural networks (DCNNs) with alternating convolutional, pooling and decimation layers are widely used in computer vision, yet current works tend to focus on deeper networks with many layers and neurons, resulting in a high ...
Zhenbing Zhao +6 more
doaj +2 more sources
Hypernetwork Functional Image Representation
International Conference on Artificial Neural Networks, 2019 Motivated by the human way of memorizing images we introduce their functional representation, where an image is represented by a neural network. For this purpose, we construct a hypernetwork which takes an image and returns weights to the target network, which maps point from the plane (representing positions of the pixel) into its corresponding color ...
Sylwester Klocek +5 more
openaire +4 more sources
Indoor Image Representation by High-Level Semantic Features [PDF]
IEEE Access, 2019 Indoor image features extraction is a fundamental problem in multiple fields such as image processing, pattern recognition, robotics, and so on. Nevertheless, most of the existing feature extraction methods, which extract features based on pixels, color,
Chiranjibi Sitaula +4 more
doaj +2 more sources
Interpreting CLIP's Image Representation via Text-Based Decomposition [PDF]
International Conference on Learning Representations, 2023 We investigate the CLIP image encoder by analyzing how individual model components affect the final representation. We decompose the image representation as a sum across individual image patches, model layers, and attention heads, and use CLIP's text ...
Yossi Gandelsman +2 more
semanticscholar +1 more source
Fine-Tuning and training of densenet for histopathology image representation using TCGA diagnostic slides [PDF]
Medical Image Anal., 2021 Feature vectors provided by pre-trained deep artificial neural networks have become a dominant source for image representation in recent literature. Their contribution to the performance of image analysis can be improved through fine-tuning.
Abtin Riasatian +21 more
semanticscholar +1 more source