Name
Abstract | ||
|---|---|---|
Discovering subtle alterations of pairs of images taken from the same scene at different time intervals is called minute change detection problem. To achieve this goal, we have developed a framework that captures and highlights minute changes in digital images that are otherwise hidden to the human eye. Moreover, unnoticeable differences from image pairs that are taken at different time intervals with similar viewing conditions are detected. Although our framework's application areas cover a wide variety of different disciplines, from medicine to security, weather forecasting, urban planning, and monitoring natural disasters, in this study our focus was real-time minute change detection and tracking on biomedical and satellite images. Real-time performance in cases such as medicine is crucial; we enhance this approach by using the extensive computational power of the graphical processing unit (GPU). Our experimental results in detection of subtle changes in light microscopic images of mouse MC3T3-E1 osteoblastic cells grown in culture with the resolution of 2600x2060 and remote sensor images performed by the GPU computations illustrate that our algorithm detects infinitesimal differences on images in real-time. |
Year | DOI | Venue |
|---|---|---|
2009 | 10.1109/WAINA.2009.202 | AINA Workshops |
Keywords | Field | DocType |
subtle alteration,gpu computation,minute change detection problem,remote sensor imaging,different discipline,real-time minute change detection,minute change,different time interval,subtle change,algorithm detects,real-time performance,remote sensing,change detection,digital image,urban planning,computer vision,image resolution,security,biomedical imaging,layout,real time,weather forecasting,gpgpu,real time systems,pixel,digital images,natural disaster | Human eye,Computer vision,Change detection,Computer science,Medical imaging,Image processing,Digital image,Pixel,General-purpose computing on graphics processing units,Artificial intelligence,Image resolution | Conference |
Citations | PageRank | References |
3 | 0.50 | 8 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Sinan Kockara | 1 | 107 | 11.25 |
| Tansel Halic | 2 | 82 | 13.71 |
| Coşkun Bayrak | 3 | 197 | 26.47 |