A structured review of underwater object detection finds that synthetic DALL-E 3 images give tiny mAP gains and that a LoRA-fine-tuned Florence-2 localizes objects but hallucinates class names.
Underwater video techniques for observing coastal marine biodiversity: A review of sixty years of publications (1952–2012).Fish- eries Research, 154:44–62, June 2014
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A Structured Review of Underwater Object Detection Challenges and Solutions: From Traditional to Large Vision Language Models
A structured review of underwater object detection finds that synthetic DALL-E 3 images give tiny mAP gains and that a LoRA-fine-tuned Florence-2 localizes objects but hallucinates class names.