A zero shot detection based approach for fish species recognition in underwater environments

C Shah, MM Nabi, SY Alaba, J Prior… - OCEANS 2023-MTS …, 2023 - ieeexplore.ieee.org
Identification of fish species is vital for fisheries management, stock assessments, protection
of endangered species, and ecosystem management. Image based surveys often deploy …

Probabilistic model-based active learning with attention mechanism for fish species recognition

MM Nabi, C Shah, SY Alaba, J Prior… - OCEANS 2023-MTS …, 2023 - ieeexplore.ieee.org
Accurate fish species identification is essential for stock assessments, production
management, document ecosystem changes, and protection of endangered species. Image …

Active detection for fish species recognition in underwater environments

C Shah, MM Nabi, SY Alaba… - Ocean Sensing and …, 2024 - spiedigitallibrary.org
Fish species must be identified for stock assessments, ecosystem monitoring, production
management, and the conservation of endangered species. Implementing algorithms for fish …

Inconsistency-based active learning with adaptive pseudo-labeling for fish species identification

MM Nabi, C Shah, SY Alaba… - Ocean Sensing and …, 2024 - spiedigitallibrary.org
The deep neural network has found widespread application in object detection due to its
high accuracy. However, its performance typically depends on the availability of a …

Multifish tracking for marine biodiversity monitoring

SY Alaba, JH Prior, C Shah, MM Nabi… - Ocean Sensing and …, 2024 - spiedigitallibrary.org
Accurate recognition of multiple fish species is essential in marine ecology and fisheries.
Precisely classifying and tracking these species enriches our comprehension of their …

A CNN-Based Semi-supervised Self-training Method for Robust Underwater Fish Recognition

T Li, Z Zhao, H Zhang, K Li, W Lv - Proceedings of the 2023 7th …, 2023 - dl.acm.org
Recent AI advances have revolutionized automation in diverse fields. However, despite
object detection research progress, underwater fish species identification remains …