ISSN 2394-5125
 

Research Article 


A SURVEY ON NEURAL NETWORK MODELS FOR CLASSIFICATION OF PHENOMENA OF INTEREST IN IMAGES

ABHAY NIKUMBH ,TANMAY RASTOGI, MEHUL INGALE, SAGAR VARMA PRIYA SURANA.

Abstract
Forests cover 31 percent of the world's land surface, just over 4 billion hectares. Due to various
problems, geographical as well as social, the development of various forested areas is still not achieved. Some of the
reasons are:-lack of education, lack of connectivity between places, lack of reliable government policies and the most
important one is that there is very little or even no record of various places in the books. The main reason for this is the
non-accessibility of various locations of the forest areas due to numerous issues. Hence in this paper we will provide a
survey of ways to classify various geographical and environmental phenomena of interest such as haze/fog, land, river,
forest fires, etc. In this paper we will describe various data processing techniques like augmentation in detail and
describe various neural network architectures best suited for solving these types of problems in detail with different
convolutional neural networks (CNN).

Key words: CNN, classification, transfer learning, VGG, ResNeXt, AlexNet, Xception.


 
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How to Cite this Article
Pubmed Style

ABHAY NIKUMBH ,TANMAY RASTOGI , MEHUL INGALE , SAGAR VARMA PRIYA SURANA. A SURVEY ON NEURAL NETWORK MODELS FOR CLASSIFICATION OF PHENOMENA OF INTEREST IN IMAGES. JCR. 2021; 8(1): 659-666. doi:10.31838/jcr.08.01.72


Web Style

ABHAY NIKUMBH ,TANMAY RASTOGI , MEHUL INGALE , SAGAR VARMA PRIYA SURANA. A SURVEY ON NEURAL NETWORK MODELS FOR CLASSIFICATION OF PHENOMENA OF INTEREST IN IMAGES. http://www.jcreview.com/?mno=57029 [Access: May 30, 2021]. doi:10.31838/jcr.08.01.72


AMA (American Medical Association) Style

ABHAY NIKUMBH ,TANMAY RASTOGI , MEHUL INGALE , SAGAR VARMA PRIYA SURANA. A SURVEY ON NEURAL NETWORK MODELS FOR CLASSIFICATION OF PHENOMENA OF INTEREST IN IMAGES. JCR. 2021; 8(1): 659-666. doi:10.31838/jcr.08.01.72



Vancouver/ICMJE Style

ABHAY NIKUMBH ,TANMAY RASTOGI , MEHUL INGALE , SAGAR VARMA PRIYA SURANA. A SURVEY ON NEURAL NETWORK MODELS FOR CLASSIFICATION OF PHENOMENA OF INTEREST IN IMAGES. JCR. (2021), [cited May 30, 2021]; 8(1): 659-666. doi:10.31838/jcr.08.01.72



Harvard Style

ABHAY NIKUMBH ,TANMAY RASTOGI , MEHUL INGALE , SAGAR VARMA PRIYA SURANA (2021) A SURVEY ON NEURAL NETWORK MODELS FOR CLASSIFICATION OF PHENOMENA OF INTEREST IN IMAGES. JCR, 8 (1), 659-666. doi:10.31838/jcr.08.01.72



Turabian Style

ABHAY NIKUMBH ,TANMAY RASTOGI , MEHUL INGALE , SAGAR VARMA PRIYA SURANA. 2021. A SURVEY ON NEURAL NETWORK MODELS FOR CLASSIFICATION OF PHENOMENA OF INTEREST IN IMAGES. Journal of Critical Reviews, 8 (1), 659-666. doi:10.31838/jcr.08.01.72



Chicago Style

ABHAY NIKUMBH ,TANMAY RASTOGI , MEHUL INGALE , SAGAR VARMA PRIYA SURANA. "A SURVEY ON NEURAL NETWORK MODELS FOR CLASSIFICATION OF PHENOMENA OF INTEREST IN IMAGES." Journal of Critical Reviews 8 (2021), 659-666. doi:10.31838/jcr.08.01.72



MLA (The Modern Language Association) Style

ABHAY NIKUMBH ,TANMAY RASTOGI , MEHUL INGALE , SAGAR VARMA PRIYA SURANA. "A SURVEY ON NEURAL NETWORK MODELS FOR CLASSIFICATION OF PHENOMENA OF INTEREST IN IMAGES." Journal of Critical Reviews 8.1 (2021), 659-666. Print. doi:10.31838/jcr.08.01.72



APA (American Psychological Association) Style

ABHAY NIKUMBH ,TANMAY RASTOGI , MEHUL INGALE , SAGAR VARMA PRIYA SURANA (2021) A SURVEY ON NEURAL NETWORK MODELS FOR CLASSIFICATION OF PHENOMENA OF INTEREST IN IMAGES. Journal of Critical Reviews, 8 (1), 659-666. doi:10.31838/jcr.08.01.72