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alzayats/README.md

Alzayat Saleh

Deep Learning · Computer Vision · Marine Science

About Me

I'm a Postdoctoral Research Fellow at AIMS@JCU (Australian Institute of Marine Science / James Cook University) based in Townsville, North Queensland. My work sits at the intersection of deep learning, computer vision, and marine science -- building AI systems that help us understand and monitor ocean ecosystems at scale.

  • Creator of the DeepFish dataset -- a benchmark for underwater fish analysis
  • Building tools for automated reef monitoring, fish measurement, and underwater image quality assessment
  • Focused on making deep learning practical for ecological research
  • Full publication list and research portfolio at alzayats.github.io

Scholar Stats

1,065
Citations		 15
h-index		 17
i10-index		 37
Publications

Last updated: March 23, 2026 via Google Scholar | View full profile

Featured Projects

DeepFish


A large-scale benchmark dataset for underwater fish analysis -- supporting classification, localization, counting, and segmentation tasks. Widely adopted in marine AI research.

UDnet


Adaptive Uncertainty Distribution in Deep Learning for Unsupervised Underwater Image Enhancement. A novel approach to improving degraded underwater imagery.

Research Domains

Coral Reef Monitoring        ──  Large-scale underwater image stitching & LTMP analysis
AutoFish Vision Pro          ──  AI-powered non-invasive fish measurement for aquaculture
Underwater Image Quality     ──  Automated IQA for marine monitoring pipelines
Habitat Mapping              ──  Deep learning for benthic and geomorphic classification

Tech Stack

GitHub Stats

Open to collaborations in AI, marine robotics, and agricultural tech.
Get in touch · View publications

Popular repositories Loading

  1. DeepFish DeepFish Public

    JCU DeepFish dataset

    Python 134 33

  2. UDnet UDnet Public

    Adaptive Uncertainty Distribution in Deep Learning for Unsupervised Underwater Image Enhancement

    Python 59 5

  3. fish-datasets fish-datasets Public

    Forked from DZPeru/fish-datasets

    Datasets of fish for deep learning.

    30 6

  4. CountSeg-1 CountSeg-1 Public

    Forked from GuoleiSun/CountSeg

    Object counting and instance segmentation with image-level supervision, in CVPR 2019

    Python 12 3

  5. LCFCN LCFCN Public

    Forked from ServiceNow/LCFCN

    ECCV 2018 - Where are the Blobs: Counting by Localization with Point Supervision

    Python 3

  6. Underwater_IQA Underwater_IQA Public

    Underwater Image Quality Assessment System

    2