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A Comparative Evaluation of Large Vision-Language Models for 2D Object Detection under SOTIF Conditions
Ji Zhou, Yilin Ding, Yongqi Zhao +4
The paper systematically evaluates ten large vision‑language models for 2D object detection on the PeSOTIF benchmark, comparing their recall and precision to YOLOv5 and RT‑DETRv4 u…
Towards the in-situ Trunk Identification and Length Measurement of Sea Cucumbers via Bézier Curve Modelling
Shuaixin Liu, Kunqian Li, Yilin Ding +4
We introduce a novel vision-based framework for in-situ trunk identification and length measurement of sea cucumbers, which plays a crucial role in the monitoring of marine ranchin…
WaterMono: Teacher-Guided Anomaly Masking and Enhancement Boosting for Robust Underwater Self-Supervised Monocular Depth Estimation
Yilin Ding, Kunqian Li, Han Mei +2
Depth information serves as a crucial prerequisite for various visual tasks, whether on land or underwater. Recently, self-supervised methods have achieved remarkable performance o…
Underwater Image Enhancement by Diffusion Model with Customized CLIP-Classifier
Shuaixin Liu, Kunqian Li, Yilin Ding +1
Underwater Image Enhancement (UIE) aims to improve the visual quality from a low-quality input. Unlike other image enhancement tasks, underwater images suffer from the unavailabili…