Articles about "Image Processing"
Table of Contents
Image processing refers to the methods used to edit, enhance, or analyze images. It is a field that combines technology and art to improve the quality of images or to extract useful information from them.
# Types of Image Processing
Enhancement : This involves making an image look better. This can include adjusting brightness, contrast, and color correction to improve how the image appears to the human eye.
Restoration : Restoration is about fixing old or damaged images. This process can restore lost details or reduce noise that makes an image look blurry or unclear.
Segmentation : This technique breaks an image into parts or segments. This is useful in applications where you want to detect and isolate specific objects in an image, such as identifying different plants in a photo of a garden.
Compression : Compression reduces the size of an image file. This is important for saving storage space or for faster uploading and downloading of images on the internet.
# Applications of Image Processing
Medical Imaging : In healthcare, image processing is crucial to analyze medical scans like X-rays, MRIs, and CT scans, helping doctors to diagnose diseases.
Remote Sensing : This is used in satellite imaging to monitor the Earth's surface, track changes, and collect data for environmental studies.
Photo Editing : Software that allows users to enhance and modify images for personal use or professional projects, helping photographers and graphic designers improve their work.
Machine Learning : Image processing plays an important role in artificial intelligence, helping machines understand and interpret visual data, which can be used in various automated tasks like facial recognition and object detection.
# Benefits of Image Processing
Improved Image Quality : Through enhancement and restoration techniques, images can look clearer and more visually appealing.
Information Extraction : By analyzing images, important information can be gathered, which can be applied in many fields, including security and surveillance.
Efficiency : Automated image processing can save time and effort in analyzing large volumes of images, making it an essential tool in many industries.
Overall, image processing is a vital area that contributes to many aspects of everyday life, from personal photography to advanced medical diagnostics.
Computer Vision and Pattern Recognition
Bringing Clarity: Merging Visible and Infrared Images
A new method enhances image fusion for better detail and clarity.
Ferhat Can Ataman,
Gözde Bozdaği Akar
2025-03-12T08:58:12+00:00 ― 6 min read
Computer Vision and Pattern Recognition
AlignCap: Bridging Images and Language
AlignCap enhances image descriptions, allowing machines to communicate visual details effectively.
Yuan Sun,
Zhao Zhang,
Jorge Ortiz
2025-03-12T08:01:30+00:00 ― 6 min read
Computer Vision and Pattern Recognition
The Future of Open-Vocabulary Segmentation
Discover how prompt-guided segmentation is changing image recognition technology.
Yu-Jhe Li,
Xinyang Zhang,
Kun Wan
2025-03-12T00:00:00+00:00 ― 8 min read
Computer Vision and Pattern Recognition
UnPIC: A New Way to Create 3D Views
UnPIC transforms 2D images into stunning 3D representations with ease.
Rishabh Kabra,
Drew A. Hudson,
Sjoerd van Steenkiste
2025-03-11T21:35:33+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Brightening the Dark: Advances in Low-Light Image Enhancement
Discover advancements in improving low-light photography and imaging quality.
Igor Morawski,
Kai He,
Shusil Dangi
2025-03-11T08:17:42+00:00 ― 8 min read
Computer Vision and Pattern Recognition
Revolutionizing Data Annotation in Computer Vision
New methods improve image labeling for better model performance and efficiency.
Niclas Popp,
Dan Zhang,
Jan Hendrik Metzen
2025-03-10T16:42:09+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Streamlined Dataset Distillation: A New Approach
A new method improves dataset distillation for efficient image recognition.
Xinhao Zhong,
Shuoyang Sun,
Xulin Gu
2025-03-10T10:16:57+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Clearing Up Blurry Photos with Lidar
Learn how Lidar technology sharpens your photos and reduces blur.
Ziyao Yi,
Diego Valsesia,
Tiziano Bianchi
2025-03-10T07:37:12+00:00 ― 6 min read
Computer Vision and Pattern Recognition
CapAgent: The Future of Image Captioning
Transform simple requests into vibrant image descriptions with CapAgent.
Xinran Wang,
Muxi Diao,
Baoteng Li
2025-03-09T09:24:18+00:00 ― 6 min read
Computer Vision and Pattern Recognition
RapidNet: Redefining Mobile Visual Applications
RapidNet enhances mobile image processing speed and accuracy.
Mustafa Munir,
Md Mostafijur Rahman,
Radu Marculescu
2025-03-09T05:23:33+00:00 ― 6 min read
Computer Vision and Pattern Recognition
SoftVQ-VAE: Transforming Image Generation
Discover how SoftVQ-VAE enhances image creation with efficiency and quality.
Hao Chen,
Ze Wang,
Xiang Li
2025-03-08T21:22:03+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Clearer Images: Say Goodbye to Reflections
A new method effectively removes reflections from images using advanced techniques.
Abdelrahman Elnenaey,
Marwan Torki
2025-03-08T21:04:30+00:00 ― 7 min read
Numerical Analysis
Revolutionizing CT Imaging: A Smarter Approach
Scientists improve CT scan images with advanced algorithms and efficient techniques.
Patricio Guerrero,
Simon Bellens,
Wim Dewulf
2025-03-08T05:25:20+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Revolutionizing Person Recognition with Neighborly Insights
A new method improves person identification using neighboring image information.
Xiao Teng,
Long Lan,
Dingyao Chen
2025-03-07T16:28:39+00:00 ― 8 min read
Computer Vision and Pattern Recognition
New Method to Eliminate Lens Flares from Photos
A fresh approach helps remove annoying lens flares in images using multiple views.
Gopi Raju Matta,
Rahul Siddartha,
Rongali Simhachala Venkata Girish
2025-03-07T00:39:36+00:00 ― 7 min read
Computer Vision and Pattern Recognition
The Science Behind Image Quality Perception
Explore how image transformations affect our view of visuals.
Paula Daudén-Oliver,
David Agost-Beltran,
Emilio Sansano-Sansano
2025-03-06T21:20:36+00:00 ― 8 min read
Optics
The Dynamic World of Vector Beams
Discover how vector beams are changing light manipulation and its applications.
Chen Qing,
Jialong Cui,
Lishuang Feng
2025-03-05T19:15:16+00:00 ― 7 min read
Information Retrieval
Revolutionizing Image Searches with CIR
CIR combines images and captions for smarter image retrieval.
Zelong Sun,
Dong Jing,
Guoxing Yang
2025-03-05T18:44:06+00:00 ― 5 min read
Machine Learning
Transforming Image Classification with Nonlinear Curves
Discover how bounded nonlinear curves enhance image classification methods.
Vijay Prakash S
2025-03-05T09:06:18+00:00 ― 8 min read
Computer Vision and Pattern Recognition
Deep Metric Learning: A Game Changer in Image Retrieval
Learn how deep metric learning improves image recognition and retrieval systems.
Yash Patel,
Giorgos Tolias,
Jiri Matas
2025-03-04T09:49:57+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Turning Words into Pictures: AI Unleashed
Discover how AI creates stunning visuals from simple text prompts.
Hao Li,
Shamit Lal,
Zhiheng Li
2025-03-04T04:12:54+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Decoding Images: A New Model Emerges
A fresh approach to image analysis is transforming how computers see and interpret photos.
Zhibing Li,
Tong Wu,
Jing Tan
2025-03-03T11:21:45+00:00 ― 7 min read
Algebraic Topology
The World of Digital Topology: Connecting Pixels
Discover the fascinating connection between digital images and topology concepts.
Melih İs,
İsmet Karaca
2025-03-01T21:34:50+00:00 ― 8 min read
Computer Vision and Pattern Recognition
Transforming Photography with Infinite Pixel Learning
Revolutionary image fusion techniques enhance photography quality and clarity.
Xingchi Chen,
Zhuoran Zheng,
Xuerui Li
2025-03-01T08:00:09+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Boosting CNNs with Attention Mechanisms
Combining CNNs and attention methods for better image classification performance.
Nikhil Kapila,
Julian Glattki,
Tejas Rathi
2025-03-01T02:23:06+00:00 ― 7 min read
Image and Video Processing
FM2S: A New Era in Fluorescence Microscopy
FM2S cleans noisy images in fluorescence microscopy, improving research clarity.
Jizhihui Liu,
Qixun Teng,
Junjun Jiang
2025-02-28T20:36:36+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Brightening the Dark: Advances in Low-Light Imaging
New techniques transform low-light photos into stunning visuals.
Joshua Cho,
Sara Aghajanzadeh,
Zhen Zhu
2025-02-26T22:13:21+00:00 ― 6 min read
Computer Vision and Pattern Recognition
FastVLM: Speeding Up Vision Language Models
FastVLM improves speed and accuracy in processing images and text.
Pavan Kumar Anasosalu Vasu,
Fartash Faghri,
Chun-Liang Li
2025-02-26T06:10:21+00:00 ― 8 min read
Computer Vision and Pattern Recognition
Unearthing Hidden Biases in CNNs
Discover how biases affect CNN performance and image analysis.
Sai Teja Erukude,
Akhil Joshi,
Lior Shamir
2025-02-25T00:28:48+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Advancements in Earth Observation: 3D Gaussian Splatting
A new method enhances satellite image processing for better terrain modeling.
Luca Savant Aira,
Gabriele Facciolo,
Thibaud Ehret
2025-02-24T22:04:21+00:00 ― 6 min read
Numerical Analysis
Transforming Blurry Images with Deep Gaussian Processes
Discover how DGPs sharpen images and handle uncertainty.
Jonas Latz,
Aretha L. Teckentrup,
Simon Urbainczyk
2025-02-23T14:07:05+00:00 ― 8 min read
Computer Vision and Pattern Recognition
Revolutionizing Remote Sensing with RemoteTrimmer
A new method improves image classification while reducing model size.
Guangwenjie Zou,
Liang Yao,
Fan Liu
2025-02-22T07:28:39+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Revamping Image Restoration with Denoising Diffusion Models
Learn how new training methods improve image restoration accuracy and quality.
Xinlong Cheng,
Tiantian Cao,
Guoan Cheng
2025-02-21T21:50:51+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Revolutionizing Image Interpretation with Super-Pixels
New super-pixel approach enhances understanding of neural network decisions.
Shizhan Gong,
Jingwei Zhang,
Qi Dou
2025-02-21T11:24:54+00:00 ― 5 min read
Computation and Language
The Visual Challenge for AI Models
Why vision-language models struggle with images more than text.
Ido Cohen,
Daniela Gottesman,
Mor Geva
2025-02-19T08:03:18+00:00 ― 7 min read
Image and Video Processing
The Future of Image Rescaling: BBMR Method
Revolutionary BBMR technique preserves image quality while reducing size.
Jian Li,
Siwang Zhou
2025-02-19T04:39:54+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Revolutionizing Image Recognition with Instructed Visual Segmentation
A new model teaches computers to understand images using natural language.
Cong Wei,
Yujie Zhong,
Haoxian Tan
2025-02-18T17:36:36+00:00 ― 7 min read
Computation and Language
Tackling Ambiguity in Visual Language Models
Research reveals challenges visual language models face with ambiguity in communication.
Alberto Testoni,
Barbara Plank,
Raquel Fernández
2025-02-17T19:08:24+00:00 ― 8 min read
Information Retrieval
Boost Your Image Searches with Smart Suggestions
Discover how cross-modal query suggestions enhance image search efficiency.
Giacomo Pacini,
Fabio Carrara,
Nicola Messina
2025-02-17T18:20:15+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Mastering Multi-Exposure Image Fusion
Learn how advanced techniques improve image quality in varying lighting conditions.
Xin Su,
Zhuoran Zheng
2025-02-17T07:54:18+00:00 ― 7 min read
Image and Video Processing
Revolutionizing AI Image Compression: A Layered Approach
A new method for compressing AI-generated images without losing quality.
Ruijie Chen,
Qi Mao,
Zhengxue Cheng
2025-02-15T21:42:18+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Balancing Image Recognition for Fair Learning
New method improves machine learning for imbalanced image datasets.
Minseok Son,
Inyong Koo,
Jinyoung Park
2025-02-14T20:31:12+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Teaching Machines to Understand Images
Researchers enhance AI’s ability to interpret images through better training data.
Austin Stone,
Hagen Soltau,
Robert Geirhos
2025-02-14T10:53:24+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Mixing Visual Concepts: A New Path in Data Augmentation
Learn how MVC enhances image generation and data diversity.
Abdullah Al Rahat,
Hemanth Venkateswara
2025-02-14T05:16:21+00:00 ― 9 min read
Computer Vision and Pattern Recognition
Next Patch Prediction: A New Way to Make AI Art
Learn how NPP improves AI image generation efficiency and quality.
Yatian Pang,
Peng Jin,
Shuo Yang
2025-02-14T02:51:54+00:00 ― 5 min read
Computation and Language
Advancements in Multimodal AI Models
New framework improves text and image model integration for enhanced performance.
Weijia Shi,
Xiaochuang Han,
Chunting Zhou
2025-02-13T14:01:30+00:00 ― 5 min read
Computer Vision and Pattern Recognition
HDR Imaging: Capturing Every Detail
Learn how HDR imaging transforms photography with dual-camera technology.
Shi Guo,
Zixuan Chen,
Ziran Zhang
2025-02-11T14:40:39+00:00 ― 5 min read
Computer Vision and Pattern Recognition
The Role of Topology in Image Segmentation
Exploring the importance of topology in efficient image segmentation methods.
Alexander H. Berger,
Laurin Lux,
Alexander Weers
2025-02-11T07:27:18+00:00 ― 7 min read
Analysis of PDEs
Taming Noise in Images: A Scientific Approach
Learn how advanced models clear noise from images for better clarity.
Yihui Tong,
Wenjie Liu,
Zhichang Guo
2025-02-11T06:02:50+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Revolutionizing Image Segmentation with Spike2Former
Spike2Former transforms spiking neural networks for better image segmentation.
Zhenxin Lei,
Man Yao,
Jiakui Hu
2025-02-11T04:14:42+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Revolutionizing Image Similarity with DiffSim
Discover how DiffSim transforms image comparison with advanced techniques.
Yiren Song,
Xiaokang Liu,
Mike Zheng Shou
2025-02-11T03:26:33+00:00 ― 6 min read
Image and Video Processing
Enhancing Image Quality with Super-Resolution and Uncertainty Estimation
Learn how uncertainty improves super-resolution in computer vision for clearer images.
Maniraj Sai Adapa,
Marco Zullich,
Matias Valdenegro-Toro
2025-02-09T22:35:24+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Less Is More: A New Take on Image Generation
Researchers find compressed images improve AI-generated art quality.
Vivek Ramanujan,
Kushal Tirumala,
Armen Aghajanyan
2025-02-09T18:32:24+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Image Difference Captioning: Spotting Changes in Visuals
Learn how IDC helps identify changes in images to combat misinformation.
Gautier Evennou,
Antoine Chaffin,
Vivien Chappelier
2025-02-08T12:50:51+00:00 ― 8 min read
Computer Vision and Pattern Recognition
Watertox: A New Way to Confuse AI
Watertox cleverly alters images to baffle AI systems while remaining clear to humans.
Zhenghao Gao,
Shengjie Xu,
Meixi Chen
2025-02-08T11:14:33+00:00 ― 9 min read
Information Theory
Deep Joint Source Channel Coding: Your Digital Safety Lock
Learn how Deep-JSCC keeps your images safe while sharing.
Mehdi Letafati,
Seyyed Amirhossein Ameli Kalkhoran,
Ecenaz Erdemir
2025-02-07T22:07:50+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Recurrent Layers: A New Way to Segment Images
Exploring how recurrent systems can boost image segmentation performance.
David Calhas,
João Marques,
Arlindo L. Oliveira
2025-02-07T19:11:33+00:00 ― 6 min read
Computer Vision and Pattern Recognition
AI-Generated Images: Assessing Quality for Advertising
Evaluating AI images to ensure effective communication in advertising.
Yu Tian,
Yixuan Li,
Baoliang Chen
2025-02-07T11:10:03+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Human-Guided Image Generation: A New Era in Computer Vision
A fresh approach to enhance image datasets using human input.
Changjian Chen,
Fei Lv,
Yalong Guan
2025-02-06T15:06:18+00:00 ― 6 min read
Machine Learning
Cracking the Code of Inverse Problems
New method improves results in solving complex inverse problems using diffusion models.
Henry Li,
Marcus Pereira
2025-02-05T23:51:27+00:00 ― 6 min read
Optimization and Control
Neural Networks Tackle Inverse Problems
Neural networks restore clarity in challenging inverse problems across various fields.
Emilie Chouzenoux,
Cecile Della Valle,
Jean-Christophe Pesquet
2025-02-04T14:12:50+00:00 ― 6 min read
Computer Vision and Pattern Recognition
ImagePiece: Boosting Image Recognition Efficiency
A new method enhances image recognition performance with smart token management.
Seungdong Yoa,
Seungjun Lee,
Hyeseung Cho
2025-02-04T11:44:42+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Revamping AI Image Handling with SHIP
A new method called SHIP improves AI’s image tasks efficiently.
Haowei Zhu,
Fangyuan Zhang,
Rui Qin
2025-02-02T18:49:03+00:00 ― 6 min read
Machine Learning
Strengthening Data Alignment: Tackling Outliers in Machine Learning
Improving Gromov-Wasserstein distance to handle outliers effectively in diverse data sets.
Anish Chakrabarty,
Arkaprabha Basu,
Swagatam Das
2025-02-02T14:33:56+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Improving Image Classifiers: Battling Distortion Challenges
Learn how to enhance image classifiers' reliability against distortions.
Dang Nguyen,
Sunil Gupta,
Kien Do
2025-02-02T11:35:42+00:00 ― 7 min read
Computation and Language
Stylish In-Image Translation: A New Approach
Revolutionizing the way we translate text in images with style and context.
Chengpeng Fu,
Xiaocheng Feng,
Yichong Huang
2025-02-02T01:09:45+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Advancements in Character Recognition: DAGECC Competition Insights
Teams innovate in character recognition through the DAGECC competition.
Sofia Marino,
Jennifer Vandoni,
Emanuel Aldea
2025-02-01T01:53:24+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Shadows No More: A New Method for Image Clarity
A two-stage approach tackles shadow removal in images, enhancing object recognition.
Jiamin Xu,
Yuxin Zheng,
Zelong Li
2025-01-30T17:47:24+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Revolutionizing Image Quality Assessment
A new approach predicts image quality for both humans and machines.
Qi Zhang,
Shanshe Wang,
Xinfeng Zhang
2025-01-30T05:45:09+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Revolutionizing Object Orientation in Computer Vision
Learn how 3D models enhance object orientation estimation for tech applications.
Zehan Wang,
Ziang Zhang,
Tianyu Pang
2025-01-28T07:12:27+00:00 ― 7 min read
Machine Learning
Revolutionizing Image Recovery: The MEM Method
Discover how the MEM method enhances image denoising through innovative techniques.
Matthew King-Roskamp,
Rustum Choksi,
Tim Hoheisel
2025-01-27T16:08:48+00:00 ― 6 min read
Computer Vision and Pattern Recognition
RDPM: A New Wave in Image Generation
Discover how RDPM transforms image creation using advanced methods.
Xiaoping Wu,
Jie Hu,
Xiaoming Wei
2025-01-27T14:21:18+00:00 ― 8 min read
Machine Learning
Enhancing Multi-View Clustering Techniques
Discover new strategies to improve multi-view clustering results in various fields.
Liang Du,
Henghui Jiang,
Xiaodong Li
2025-01-26T17:29:24+00:00 ― 5 min read
Computer Vision and Pattern Recognition
Revolutionizing Image Understanding with ArSyD
ArSyD breaks down images for better machine understanding and manipulation.
Alexandr Korchemnyi,
Alexey K. Kovalev,
Aleksandr I. Panov
2025-01-26T12:40:30+00:00 ― 7 min read
Computer Vision and Pattern Recognition
Revolutionizing Image Clustering with CgMCR
A new method improves how we cluster and analyze images.
W. He,
Z. Huang,
X. Meng
2025-01-26T00:38:15+00:00 ― 5 min read
Computer Vision and Pattern Recognition
Revolutionizing Image Segmentation with OMTSeg
OMTSeg advances image segmentation by combining vision and language for better object recognition.
Yi-Chia Chen,
Wei-Hua Li,
Chu-Song Chen
2025-01-25T23:01:57+00:00 ― 8 min read
Computer Vision and Pattern Recognition
Memory-Efficient UNet: A Game Changer in Image Processing
Discover how UNet tackles image processing challenges while saving memory.
Lingxiao Yin,
Wei Tao,
Dongyue Zhao
2025-01-25T17:24:00+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Understanding Color Spaces: A Deep Dive
Learn how color spaces affect image quality across devices.
Elvis Togban,
Djemel Ziou
2025-01-23T07:38:06+00:00 ― 6 min read
Computer Vision and Pattern Recognition
Detecting Fake Faces: The Future of Image Forgery Detection
New tools and datasets are improving the fight against altered images.
Jingchun Lian,
Lingyu Liu,
Yaxiong Wang
2025-01-22T23:36:36+00:00 ― 7 min read
Computer Vision and Pattern Recognition
EchoSpot: A New Age in Text Spotting
EchoSpot revolutionizes how we find and read text in images.
Jing Li,
Bo Wang
2025-01-22T05:57:18+00:00 ― 6 min read