Novel deep learning architectures for marine and aquaculture applications
Saleh, Alzayat (2023) Novel deep learning architectures for marine and aquaculture applications. PhD thesis, James Cook University.
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Abstract
Alzayat Saleh's research was in the area of artificial intelligence and machine learning to autonomously recognise fish and their morphological features from digital images. Here he created new deep learning architectures that solved various computer vision problems specific to the marine and aquaculture context. He found that these techniques can facilitate aquaculture management and environmental protection. Fisheries and conservation agencies can use his results for better monitoring strategies and sustainable fishing practices.
| Item ID: | 81176 |
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| Item Type: | Thesis (PhD) |
| Keywords: | Artificial intelligence, machine learning, morphological features of fish, aquaculture management, adaptive uncertainty distribution, unsupervised learning, marine and aquaculture computer vision |
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| Copyright Information: | Copyright © 2023 Alzayat Saleh |
| Additional Information: | Two publications arising from this thesis are stored in ResearchOnline@JCU, at the time of processing. Please see the Related URLs. The publications are: [Chapter 2] Saleh, Alzayat, Sheaves, Marcus, and Rahimi Azghadi, Mostafa (2022) Computer vision and deep learning for fish classification in underwater habitats: A survey. Fish and Fisheries, 23 (4). pp. 977-999 [Chapter 7] Saleh, Alzayat, Jones, David, Jerry, Dean, and Azghadi, Mostafa Rahimi (2023) MFLD-net: a lightweight deep learning network for fish morphometry using landmark detection. Aquatic Ecology |
| Date Deposited: | 11 Dec 2023 23:06 |
| FoR Codes: | 30 AGRICULTURAL, VETERINARY AND FOOD SCIENCES > 3005 Fisheries sciences > 300502 Aquaculture and fisheries stock assessment @ 30% 46 INFORMATION AND COMPUTING SCIENCES > 4603 Computer vision and multimedia computation > 460304 Computer vision @ 40% 40 ENGINEERING > 4015 Maritime engineering > 401501 Marine engineering @ 30% |
| SEO Codes: | 10 ANIMAL PRODUCTION AND ANIMAL PRIMARY PRODUCTS > 1002 Fisheries - aquaculture > 100299 Fisheries - aquaculture not elsewhere classified @ 50% 22 INFORMATION AND COMMUNICATION SERVICES > 2204 Information systems, technologies and services > 220403 Artificial intelligence @ 50% |
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