Content Based Image Retrieval Using Color, Texture and Shape: A Review
DOI:
https://doi.org/10.18486/ijcsnt/12.1.156Keywords:
Content Based Image Retrieval, Feature Extraction, Color, Texture, ShapeAbstract
Image Retrieval system is an efficient and satisfactory tool for organizing huge image databases. Basically, image retrieval is based not on interpretations or keywords, but basically based on features derive straight from the image statistics. Content based image retrieval (CBIR) is found of retrieving the utmost visibly identical images to a given query image from a database of images. In CBIR, low level features are extracted based on their visual content which is Color, Texture & Shape. In other words, we can describe that the information which is derived about color, texture and shape from an image is called image features. In this paper two features are used for retrieving the images such as Color and Texture. Color feature is extracted by using different color space such as RGB, HSV, YCbCr, and CMY. Texture feature is extracted by applying the statistical methods such as Mean, Standard Deviation, Skewness and GLCM.
References
Arshad Javid, “Content based Image retrival and mantic automatic image annotation based on the weighted average of triangular histograms using support vector machine”, Applied Intelligence, Vol. 48, pp. 166–181, Jan. 2018. DOI: https://doi.org/10.1007/s10489-017-0957-5
Yogita Mistry and Dr. D. T. Ingole, “Survey on Content-Based Image Retrieval Systems,” International Journal of Innovative Research in Computer and Communication Engineering, Vol. 1, pp. 1827–1836, Oct. 2013.
Gaurav Mandhloi, “A Survey on Feature Extraction Techniques for Color Images,” International Journal of Computer Science and Information Technologies, Vol. 5, pp. 4615–4620, 2014.
S. Asha, S. Ramya, M. Sarulatha, M. Prakasham, P. Priyanka, “Neuro Fuzzy Classifier for Image Retrieval,” International Journal of Innovative Research in Computer and Communication Engineering, Vol. 3, pp. 410–414, Jan. 2015.
Anupam Mukherjee, Kumar Gaurav, Abhishek Verma, Harishankar Kumar, Rahul Thakur, “Content Based Image Retrieval using GLCM,” International Journal of Innovative Research in Computer and Communication Engineering, Vol. 4, pp. 20142–20149, Nov. 2016.
Vikram M. Kakade and Ishwar A. Keche, “Review on Content-Based Image Retrieval,” International Journal of Engineering and Computer Science, Vol. 6, pp. 20414–20416, March 2017.
Aman Chadha, Sushmit Malik, Ravdeep Johar, “Comparative Study and Optimization of Feature Extraction Techniques for Content Based Image Retrieval,” International Journal of Computer Applications, Vol. 52, pp. 35–42, Aug. 2012. DOI: https://doi.org/10.5120/8320-1959
Gurmeet Kaur and Er. Arshdeep Singh, “A Review Paper on Content Based Image Retrieval,” International Journal of Advanced Research in Computer Science and Software Engineering, Vol. 5, pp. 1404–1406, April 2015.
Gwenole Quellec, Matheiu Lamard, Michael D. Abramoff, Etienne Decenciere, Bruno Lay, Ali Erginay, Beatrice Cochener, Guy Cazuguel, “A Multiple-Instance Learning Framework for Diabetic Retinopathy Screening,” Medical Image Analysis, Vol. 16, pp. 1228–1240, Aug. 2012. DOI: https://doi.org/10.1016/j.media.2012.06.003
Deepu Rani and Monica Goyal, “A Research Paper on Content Based Image Retrieval System Using Improved SVM Technique,” International Journal of Engineering and Computer Science, Vol. 3, pp. 9755–9760, Dec. 2014.
Jasdeep Kaur and Kamaljit Kaur, “Review of Content Based Retrieval of Malarial Positive Images from Clinical Database,” Journal of Emerging Technologies in Web Intelligence, Vol. 6, pp. 381–387, Nov. 2014.
Krishna N. Parekh and Mr. Narendra Limbard, “A Survey on Different Approaches of CBIR and Their Combinations,” International Journal of Engineering and Computer Science, Vol. 3, pp. 9519–9523, Dec. 2014.
Mr. S. S. Mukati and Mr. Nitesh Rastogi, “A Survey on Image Retrieval Techniques with Feature Extraction,” International Research Journal of Engineering and Technology, Vol. 3, pp. 323–327, Jan. 2016.
Mohd. Danish, Ritika Rawat, Ratika Sharma, “A Survey: CBIR Based on Color, Texture, Shape & Neuro Fuzzy,” International Journal of Engineering Research and Applications, Vol. 3, pp. 839–844, Oct. 2013.
Vivek Jain and Neha Sahu, “A Survey: On Content Based Image Retrieval,” International Journal of Engineering Research and Applications, Vol. 3, pp. 1166–1169, Aug. 2013.
Jeebachh Jha and Prof. Manoj Sabnis, “A Survey on Feature Extraction Techniques in Content-Based Image Retrieval,” International Journal of Innovative Research in Computer and Communication Engineering, Vol. 3, pp. 12348–12354, Dec. 2015.
Ms. Pragati Ashok Deole and Prof. Rushi Longadge, “Content Based Image Retrieval Using Color Feature Extraction with KNN Classification,” International Journal of Computer Science and Mobile Computing, Vol. 3, pp. 1274–1280, May 2014.
Harmeet Kaur Kelda and Prabhpreet Kaur, “A Review: Color Models in Image Processing,” International Journal of Computer Technology and Applications, Vol. 5, pp. 319–322, April 2014.
Haneet Kour, “Analysis on Image Color Model,” International Journal of Advanced Research in Computer and Communication Engineering, Vol. 4, pp. 233–235, Dec. 2015.
Suresh M. B. and Dr. B. Mohan Kumar Naik, “Content Based Image Retrieval,” International Journal of Computer Trends and Technology, Vol. 48, pp. 78–84, June 2017. DOI: https://doi.org/10.14445/22312803/IJCTT-V48P117
Malti Puri, “A Survey on Content Based Image Retrieval,” International Journal of Computer Science & Engineering Technology, Vol. 4, pp. 1004–1008, July 2013.
Shrabani Medhi, Chandraleena Ahmed and Rabi Gayan, “A Study on Feature Extraction Techniques in Image Processing,” International Journal of Computer Sciences and Engineering, Vol. 4, pp. 89–83, Dec. 2016.
Renu Bala, “Survey on Texture Feature Extraction Methods,” International Journal of Engineering Science and Computing, Vol. 7, pp. 10375–10377, 2017.
Nikita Upadhyaya and Manish Dixit, “A Review: Relating Low Level Features to High Level Semantics in CBIR,” International Journal of Signal Processing, Image Processing and Pattern Recognition, Vol. 9, pp. 433–444, 2016. DOI: https://doi.org/10.14257/ijsip.2016.9.3.37
http://www.kasrl.org/jaffedownload.html
Dandge S. S. and Bodkhe A. P., “Content Based Image Retrieval System,” Journal of Signal and Image Processing, Vol. 3, pp. 88–92, April 2012.
Hany F. Atlam, Gamal Attiya, Nawal El-Fishawy, “Integration of Color and Texture Features in CBIR System,” International Journal of Computer Applications, Vol. 164, pp. 24–29, April 2017. DOI: https://doi.org/10.5120/ijca2017913600
Ms. Priya Ronad, Ms. Shilpa Anakalaki, Dr. Jharna Majumdar, “Texture and Color Features for Animal Identification,” International Journal of Computer and Mathematical Sciences, Vol. 4, pp. 15–25, Sep. 2015.
Nupur Kandalkar, Arvind Mani, Garima Pandey, Jignesh Soni, “Content Based Image Retrieval Using Color, Shape and Texture Extraction Techniques,” International Journal of Engineering and Technical Research, Vol. 3, pp. 74–79, May 2015.
Bongkyu Lee, “A New Method for Classification of Structural Textures,” International Journal of Control, Automation and Systems, Vol. 2, pp. 125–133, March 2004.
Ankita Doiphode, Arun Kulkarni, Sunil Yadav, “A Survey on Feature Extraction Using Color, Texture and Shape Features,” International Conference on Emanations in Modern Technology and Engineering, Vol. 5, pp. 35–40, March 2017.
Sameer Ali, Prof. Kshipra Tatkare, Prof. Dipti Jadhav, “A Survey on Feature Extraction Techniques of CBIR and Image Indexing Techniques,” International Journal of Innovative Research in Computer & Communication Engineering, Vol. 4, pp. 14063–14070, July 2016.
Miroslaw Bober, “MPEG-7 Visual Shape Descriptors,” IEEE Transactions on Circuits and Systems for Video Technology, Vol. 11, pp. 716–719, June 2001. DOI: https://doi.org/10.1109/76.927426
Amit Pandit, Shekhar Verma and G. S. Tomar, “Pruned AZB for Reduced Complexity Block Matching in Video Compression,” IEEE International Conference on Computer Information Systems and Industrial Management Applications (CISIM), pp. 553–556, 2010. DOI: https://doi.org/10.1109/CISIM.2010.5643512
Mohameed Maher Ben Ismail, “A Survey on Content-Based Image Retrieval,” International Journal of Advanced Computer Science and Applications, Vol. 8, pp. 159–170, 2017. DOI: https://doi.org/10.14569/IJACSA.2017.080521
Downloads
Published
Issue
Section
License
Copyright (c) 2023 Juhi Punhani, Manish Dixit
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
