List Of Computer Vision and Pattern Recognition Journals

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Key Areas of Performance Analysis in Computer Vision and Pattern Recognition

Algorithm Performance

Accuracy: Measure how often the algorithm correctly identifies or classifies objects. Common metrics include precision, recall, F1 score, and accuracy.
Robustness: Evaluate how well the algorithm performs under various conditions, such as changes in lighting, occlusion, or noise.
Speed: Assess the time taken for the algorithm to process images or video frames. This includes both inference time and training time.
Scalability: Analyze how well the algorithm scales with increasing image resolution or the size of the dataset.

Feature Extraction and Representation

Effectiveness: Evaluate how well the extracted features represent the underlying data and contribute to accurate classification or detection.
Dimensionality Reduction: Analyze the impact of dimensionality reduction techniques (e.g., PCA, t-SNE) on the performance and interpretability of features.

Object Detection and Localization

Precision and Recall: Measure the accuracy of object detection algorithms in terms of how many objects are correctly identified and localized.
Bounding Box Quality: Assess the quality of bounding boxes in terms of overlap with ground truth (e.g., Intersection over Union, IoU).
Detection Speed: Evaluate the real-time performance of object detection algorithms, particularly for applications like autonomous driving.

Image Classification

Classification Accuracy: Assess the accuracy of classification algorithms in assigning images to the correct categories.
Confusion Matrix: Use confusion matrices to understand how well the algorithm distinguishes between different classes and identify potential areas for improvement.
Class Imbalance: Analyze how well the algorithm handles imbalanced datasets where some classes are underrepresented.

Image Segmentation

Segmentation Accuracy: Measure how accurately the algorithm segments different regions or objects in an image.
Boundary Detection: Evaluate the precision of boundary detection and the quality of segmented regions.
Computational Efficiency: Assess the efficiency of segmentation algorithms in terms of processing time and memory usage.

Pattern Recognition

Pattern Matching Accuracy: Evaluate the performance of pattern recognition algorithms in identifying and matching patterns within images.
Feature Matching: Assess the accuracy and robustness of feature matching algorithms in applications like object recognition and tracking.

Performance Metrics

Quantitative Metrics: Use metrics such as accuracy, precision, recall, F1 score, and AUC-ROC to evaluate algorithm performance.
Qualitative Evaluation: Perform visual inspection of results to assess the quality and practicality of the outputs.

Training and Generalization

Overfitting and Underfitting: Analyze whether the model is overfitting (performing well on training data but poorly on test data) or underfitting (performing poorly on both).
Cross-Validation: Use cross-validation techniques to ensure that the model generalizes well to unseen data.

Real-Time Processing

Latency: Measure the delay between input and output in real-time applications such as video analysis and augmented reality.
Throughput: Evaluate the system’s ability to process multiple frames or images per second.

Resource Utilization

Computational Resources: Assess the computational resources required by the algorithm, including CPU, GPU, and memory usage.
Power Consumption: For embedded systems and mobile devices, analyze the power consumption of computer vision algorithms.

List Of High Impact Factor Computer Vision and Pattern Recognition Journals

S.no	Title	Scopus Sub-Subject Area	Print ISSN
1.	Journal of the Optical Society of America A: Optics and Image Science, and Vision	Computer Vision and Pattern Recognition	10847529
2.	Journal of Computer and Systems Sciences International	Computer Vision and Pattern Recognition	10642307
3.	Machine Vision and Applications	Computer Vision and Pattern Recognition	9328092
4.	Acta Cybernetica	Computer Vision and Pattern Recognition	0324721X
5.	Signal Processing: Image Communication	Computer Vision and Pattern Recognition	9235965
6.	IEICE Transactions on Information and Systems	Computer Vision and Pattern Recognition	9168532
7.	Medical Image Analysis	Computer Vision and Pattern Recognition	13618415
8.	Computing and Visualization in Science	Computer Vision and Pattern Recognition	14329360
9.	Computerized Medical Imaging and Graphics	Computer Vision and Pattern Recognition	8956111
10.	Speech Communication	Computer Vision and Pattern Recognition	1676393
11.	Computer Vision and Image Understanding	Computer Vision and Pattern Recognition	10773142
12.	Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition	Computer Vision and Pattern Recognition	10636919
13.	IEEE Transactions on Pattern Analysis and Machine Intelligence	Computer Vision and Pattern Recognition	1628828
14.	Digital Signal Processing: A Review Journal	Computer Vision and Pattern Recognition	10512004
15.	International Journal of Pattern Recognition and Artificial Intelligence	Computer Vision and Pattern Recognition	2180014
16.	Pattern Analysis and Applications	Computer Vision and Pattern Recognition	14337541
17.	Pattern Recognition	Computer Vision and Pattern Recognition	313203
18.	Pattern Recognition Letters	Computer Vision and Pattern Recognition	1678655
19.	Computers and Graphics	Computer Vision and Pattern Recognition	978493
20.	Proceedings of the Information Visualization Conference	Computer Vision and Pattern Recognition	10939547
21.	IEEE Transactions on Visualization and Computer Graphics	Computer Vision and Pattern Recognition	10772626
22.	Signal Processing	Computer Vision and Pattern Recognition	1651684
23.	Image and Vision Computing	Computer Vision and Pattern Recognition	2628856
24.	Journal of Visual Communication and Image Representation	Computer Vision and Pattern Recognition	10473203
25.	Presence: Teleoperators and Virtual Environments	Computer Vision and Pattern Recognition	10547460
26.	Imaging Science Journal	Computer Vision and Pattern Recognition	13682199
27.	Visual Computer	Computer Vision and Pattern Recognition	1782789
28.	International Journal of Speech Technology	Computer Vision and Pattern Recognition	13812416
29.	Journal of Mathematical Imaging and Vision	Computer Vision and Pattern Recognition	9249907
30.	Annual International Conference of the IEEE Engineering in Medicine and Biology – Proceedings	Computer Vision and Pattern Recognition	1557170X 05891019
31.	International Journal of Imaging Systems and Technology	Computer Vision and Pattern Recognition	8999457
32.	IEEE International Conference on Intelligent Robots and Systems	Computer Vision and Pattern Recognition
33.	International Journal of Computer Vision	Computer Vision and Pattern Recognition	9205691
34.	Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence	Computer Vision and Pattern Recognition	10036059
35.	Proceedings of the IEEE International Conference on Computer Vision	Computer Vision and Pattern Recognition
36.	International Journal on Document Analysis and Recognition	Computer Vision and Pattern Recognition	14332833
37.	Machine Graphics and Vision	Computer Vision and Pattern Recognition	12300535
38.	Information Visualization	Computer Vision and Pattern Recognition	14738716
39.	Pattern Recognition and Image Analysis	Computer Vision and Pattern Recognition	10546618
40.	International journal of computer assisted radiology and surgery	Computer Vision and Pattern Recognition	18616410
41.	IET Image Processing	Computer Vision and Pattern Recognition	17519659
42.	Spatial Cognition and Computation	Computer Vision and Pattern Recognition	13875868
43. Your Research, Our Expertise. Complete Research Support From research proposals to thesis and dissertation writing, we provide professional academic support for every stage of your research journey including paper writing and publication assistance. Explore Services Research Proposal Writing Services 4.8/5 Paper Writing Services 4.9/5 Paper Publication Services 4.6/5 Thesis Writing Services 4.8/5 Dissertation Writing services 4.9/5	IET Computer Vision	Computer Vision and Pattern Recognition	17519632
44.	Intelligent Data Analysis	Computer Vision and Pattern Recognition	1088467X
45.	ACM International Conference Proceeding Series	Computer Vision and Pattern Recognition
46.	Image Analysis and Stereology	Computer Vision and Pattern Recognition	15803139
47.	Evolutionary Intelligence	Computer Vision and Pattern Recognition	18645909
48.	International Journal of Biometrics	Computer Vision and Pattern Recognition	17558301
49.	Cognitive Computation	Computer Vision and Pattern Recognition	18669956
50.	Journal of Advanced Computational Intelligence and Intelligent Informatics	Computer Vision and Pattern Recognition	13430130
51.	International Journal of Machine Learning and Cybernetics	Computer Vision and Pattern Recognition	18688071
52.	IPSJ Transactions on Computer Vision and Applications	Computer Vision and Pattern Recognition
53.	Journal of Uncertain Systems	Computer Vision and Pattern Recognition	17528909
54.	Electronic Letters on Computer Vision and Image Analysis	Computer Vision and Pattern Recognition	15775097
55.	Computer Optics	Computer Vision and Pattern Recognition	1342452
56.	Intelligent Decision Technologies	Computer Vision and Pattern Recognition	18724981
57.	International Journal of Computational Vision and Robotics	Computer Vision and Pattern Recognition	17529131
58.	IET Biometrics	Computer Vision and Pattern Recognition	20474938
59.	Iranian Journal of Science and Technology – Transactions of Electrical Engineering	Computer Vision and Pattern Recognition	22286179
60.	Journal of Information Hiding and Multimedia Signal Processing	Computer Vision and Pattern Recognition	20734212
61.	Multisensory research	Computer Vision and Pattern Recognition	22134794
62.	Scientific Visualization	Computer Vision and Pattern Recognition
63.	Journal of Advances in Information Fusion	Computer Vision and Pattern Recognition	15576418
64.	Advances in Computer Vision and Pattern Recognition	Computer Vision and Pattern Recognition	21916586
65.	Lecture Notes in Computational Vision and Biomechanics	Computer Vision and Pattern Recognition	22129391
66.	Algorithmic Finance	Computer Vision and Pattern Recognition	21585571
67.	International Journal of Computer Information Systems and Industrial Management Applications	Computer Vision and Pattern Recognition
68.	Statistics, Optimization and Information Computing	Computer Vision and Pattern Recognition	2311004X
69.	Journal of Artificial Intelligence and Soft Computing Research	Computer Vision and Pattern Recognition	20832567
70.	Journal of Information Systems and Telecommunication	Computer Vision and Pattern Recognition	23221437
71.	Cybernetics and Physics	Computer Vision and Pattern Recognition	22237038
72.	Computer Science	Computer Vision and Pattern Recognition	15082806
73.	Visualization in Engineering	Computer Vision and Pattern Recognition
74.	International Journal of Computer-Assisted Language Learning and Teaching	Computer Vision and Pattern Recognition	21557098
75.	Advanced Biomedical Engineering	Computer Vision and Pattern Recognition
76.	International Journal of Image and Graphics	Computer Vision and Pattern Recognition	2194678
77.	Computational Visual Media	Computer Vision and Pattern Recognition	20960433
78.	International Journal of Advances in Intelligent Informatics	Computer Vision and Pattern Recognition	24426571
79.	Cyber-Physical Systems	Computer Vision and Pattern Recognition
80.	Journal of Imaging	Computer Vision and Pattern Recognition
81.	IEEE Robotics and Automation Letters	Computer Vision and Pattern Recognition
82.	CAAI Transactions on Intelligence Technology	Computer Vision and Pattern Recognition	24686557
83.	Nature Machine Intelligence	Computer Vision and Pattern Recognition
84.	Journal of Image and Graphics	Computer Vision and Pattern Recognition	10068961
85.	Visual Computing for Industry, Biomedicine, and Art	Computer Vision and Pattern Recognition	2096496X