Research graph
References from DEF-Net: A detection-oriented enhancement and discriminative feature learning framework for underwater object detection. Local targets link to admitted publications; unresolved targets remain external evidence.
Towards autonomous subsea maintenance on offshore structures with unmanned underwater vehicles
2024 · External reference
Intelligent marine survey: Lightweight multi-scale attention adaptive segmentation framework for underwater target detection of AUV
10.1109/tase.2024.3371963 · 2024 · External reference
The impact of pre-and post-image processing techniques on deep learning frameworks: A comprehensive review for digital pathology image analysis
10.1016/j.compbiomed.2020.104129 · 2021 · External reference
Survey on techniques in improving quality of underwater imaging
2021 · External reference
Development, calibration, and image processing of underwater structured light vision system: A survey
2023 · External reference
A systematic review of the methodologies for the processing and enhancement of the underwater images
10.1007/s11042-023-15156-9 · 2023 · External reference
Underwater image quality optimization: Researches, challenges, and future trends
10.1016/j.imavis.2024.104995 · 2024 · External reference
Metalantis: A comprehensive underwater image enhancement framework
2024 · External reference
Underwater image restoration based on light attenuation prior and color-contrast adaptive correction
10.1016/j.imavis.2024.105217 · 2024 · External reference
Underwater image restoration and enhancement: a comprehensive review of recent trends, challenges, and applications
10.1007/s00371-024-03630-w · 2025 · External reference
Low bit-rate compression of underwater image based on human visual system
10.1016/j.image.2020.116082 · 2021 · External reference
STLNet: Underwater image enhancement and shadow removal
10.1016/j.measurement.2025.119071 · 2026 · External reference
Advancing underwater vision: A survey of deep learning models for underwater object recognition and tracking
10.1109/access.2025.3534098 · 2025 · External reference
A new dataset, model, and benchmark for lightweight and real-time underwater object detection
10.1016/j.neucom.2025.130891 · 2025 · External reference
Optimized YOLOv8s framework with deformable convolution for underwater object detection
10.1038/s41598-025-28989-1 · 2025 · External reference
Foreground probability enhancement for accurate underwater object detection
2025 · External reference
Unresolved reference
2025 · External reference
Aquafeat: A features-based image enhancement model for underwater object detection
2025 · External reference
Joint optimization technique of image enhancement and object detection based on a genetic algorithm for underwater target detection
10.1364/ao.565695 · 2025 · External reference
Two-phase underwater image enhancement network using multiscale attentive unsharp masking
10.1016/j.asoc.2025.114321 · 2026 · External reference
A joint framework for underwater image enhancement and super-resolution reconstruction
2025 · External reference
A systematic review and analysis of deep learning-based underwater object detection
10.1016/j.neucom.2023.01.056 · 2023 · External reference
Understanding the influence of image enhancement on underwater object detection: A quantitative and qualitative study
10.3390/rs17020185 · 2025 · External reference
Underwater optical object detection in the era of artificial intelligence: current, challenge, and future
10.1145/3759243 · 2025 · External reference
Is underwater image enhancement all object detectors need?
10.1109/joe.2023.3302888 · 2023 · External reference
Hdanet: Enhancing underwater salient object detection with physics-inspired multimodal joint learning
2025 · External reference
MTNet: A multi-task cascaded network for underwater image enhancement
10.1007/s11042-023-16967-6 · 2024 · External reference
Multi-scale feature fusion enhancement for underwater object detection
10.3390/s24227201 · 2024 · External reference
Edge-guided representation learning for underwater object detection
10.1049/cit2.12325 · 2024 · External reference
Dual-stream feature pyramid network with task interaction for underwater object detection
10.1016/j.dsp.2025.105199 · 2025 · External reference
10.1109/iccv51701.2025.00277
10.1109/iccv51701.2025.00277 · External reference
Conflict-averse gradient descent for multi-task learning
2021 · External reference
LMFEN: Lightweight multi-scale feature enhancement network for underwater object detection in AUVs
10.1016/j.oceaneng.2025.122109 · 2025 · External reference
A real-world underwater turbid image enhancement benchmark and beyond
10.1016/j.knosys.2025.114683 · 2025 · External reference
Finger vein recognition algorithm based on lightweight deep convolutional neural network
2022 · External reference
KACNet: Enhancing CNN feature representation with Kolmogorov-Arnold networks for medical image segmentation and classification
10.1016/j.ins.2025.122760 · 2026 · External reference
A lightweight network enhanced by attention-guided cross-scale interaction for underwater object detection
10.1016/j.asoc.2025.113811 · 2025 · External reference
Lightweight semantic feature extraction model with direction awareness for aerial traffic object detection
10.1109/tits.2025.3642410 · 2026 · External reference
Underwater object detection algorithm integrating image enhancement and deformable convolution
10.1016/j.ecoinf.2025.103185 · 2025 · External reference
10.1109/cvpr.2014.81
10.1109/cvpr.2014.81 · External reference
10.1109/iccv.2015.169
10.1109/iccv.2015.169 · External reference
Faster R-CNN: Towards real-time object detection with region proposal networks
10.1109/tpami.2016.2577031 · 2016 · External reference
An anchor-free lightweight deep convolutional network for vehicle detection in aerial images
10.1109/tits.2022.3203715 · 2022 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
End-to-end object detection with transformers
2020 · External reference
Unresolved reference
2020 · External reference
Unresolved reference
2022 · External reference
10.1109/cvpr52733.2024.01605
10.1109/cvpr52733.2024.01605 · External reference
Scale-spectrum-state collaborative fusion network for real-time extreme small object detection in intelligent sports analytics
2026 · External reference
CEH-YOLO: A composite enhanced YOLO-based model for underwater object detection
10.1016/j.ecoinf.2024.102758 · 2024 · External reference
AMSP-UOD: When vortex convolution and stochastic perturbation meet underwater object detection
2024 · External reference
Roimix: proposal-fusion among multiple images for underwater object detection
2020 · External reference
A gated cross-domain collaborative network for underwater object detection
10.1016/j.patcog.2023.110222 · 2024 · External reference
A dual-branch joint learning network for underwater object detection
10.1016/j.knosys.2024.111672 · 2024 · External reference
Learning transferable visual models from natural language supervision
2021 · External reference
BLIP-2: Bootstrapping language–Image pre-training with frozen image encoders and large language models
2023 · External reference
Visual instruction tuning
2023 · External reference
10.1109/cvpr52733.2024.02408
10.1109/cvpr52733.2024.02408 · External reference
Q-Align: Teaching LMMs for visual scoring via discrete text-defined levels
2024 · External reference
Depicting beyond scores: Advancing image quality assessment through multi-modal language models
2024 · External reference
AquaticCLIP: A vision-language foundation model and dataset for underwater scene analysis
10.1109/tnnls.2026.3657138 · 2026 · External reference
A diffusion model-based image generation framework for underwater object detection
10.1038/s44172-025-00579-z · 2026 · External reference
Dynamic event-triggered control for human–machine cooperative systems based on dynamic authority allocation
10.1109/tsmc.2026.3661716 · 2026 · External reference
Safe human-centric shared control for consumer service robots in smart home environments via observer-based ADP
10.1109/tce.2026.3718874 · 2026 · External reference
Sec-GNN-driven joint multidimensional anti-eavesdropping optimization for secure UAV-satellite communications
10.1109/jiot.2026.3685201 · 2026 · External reference
Reinforcement learning for single-agent to multi-agent systems: from basic theory to industrial application progress, a survey
10.1007/s10462-025-11439-9 · 2026 · External reference
Underwater image restoration and enhancement: a comprehensive review of recent trends, challenges, and applications
10.1007/s00371-024-03630-w · ExternalCitation · doi-reference
Reinforcement learning for single-agent to multi-agent systems: from basic theory to industrial application progress, a survey
10.1007/s10462-025-11439-9 · ExternalCitation · doi-reference
A systematic review of the methodologies for the processing and enhancement of the underwater images
10.1007/s11042-023-15156-9 · ExternalCitation · doi-reference
MTNet: A multi-task cascaded network for underwater image enhancement
10.1007/s11042-023-16967-6 · ExternalCitation · doi-reference
A lightweight network enhanced by attention-guided cross-scale interaction for underwater object detection
10.1016/j.asoc.2025.113811 · ExternalCitation · doi-reference
Two-phase underwater image enhancement network using multiscale attentive unsharp masking
10.1016/j.asoc.2025.114321 · ExternalCitation · doi-reference
The impact of pre-and post-image processing techniques on deep learning frameworks: A comprehensive review for digital pathology image analysis
10.1016/j.compbiomed.2020.104129 · ExternalCitation · doi-reference
Dual-stream feature pyramid network with task interaction for underwater object detection
10.1016/j.dsp.2025.105199 · ExternalCitation · doi-reference
CEH-YOLO: A composite enhanced YOLO-based model for underwater object detection
10.1016/j.ecoinf.2024.102758 · ExternalCitation · doi-reference
Underwater object detection algorithm integrating image enhancement and deformable convolution
10.1016/j.ecoinf.2025.103185 · ExternalCitation · doi-reference
Low bit-rate compression of underwater image based on human visual system
10.1016/j.image.2020.116082 · ExternalCitation · doi-reference
Underwater image quality optimization: Researches, challenges, and future trends
10.1016/j.imavis.2024.104995 · ExternalCitation · doi-reference
Underwater image restoration based on light attenuation prior and color-contrast adaptive correction
10.1016/j.imavis.2024.105217 · ExternalCitation · doi-reference
KACNet: Enhancing CNN feature representation with Kolmogorov-Arnold networks for medical image segmentation and classification
10.1016/j.ins.2025.122760 · ExternalCitation · doi-reference
A dual-branch joint learning network for underwater object detection
10.1016/j.knosys.2024.111672 · ExternalCitation · doi-reference
A real-world underwater turbid image enhancement benchmark and beyond
10.1016/j.knosys.2025.114683 · ExternalCitation · doi-reference
STLNet: Underwater image enhancement and shadow removal
10.1016/j.measurement.2025.119071 · ExternalCitation · doi-reference
A systematic review and analysis of deep learning-based underwater object detection
10.1016/j.neucom.2023.01.056 · ExternalCitation · doi-reference
A new dataset, model, and benchmark for lightweight and real-time underwater object detection
10.1016/j.neucom.2025.130891 · ExternalCitation · doi-reference
LMFEN: Lightweight multi-scale feature enhancement network for underwater object detection in AUVs
10.1016/j.oceaneng.2025.122109 · ExternalCitation · doi-reference
A gated cross-domain collaborative network for underwater object detection
10.1016/j.patcog.2023.110222 · ExternalCitation · doi-reference
Optimized YOLOv8s framework with deformable convolution for underwater object detection
10.1038/s41598-025-28989-1 · ExternalCitation · doi-reference
A diffusion model-based image generation framework for underwater object detection
10.1038/s44172-025-00579-z · ExternalCitation · doi-reference
Edge-guided representation learning for underwater object detection
10.1049/cit2.12325 · ExternalCitation · doi-reference
Advancing underwater vision: A survey of deep learning models for underwater object recognition and tracking
10.1109/access.2025.3534098 · ExternalCitation · doi-reference
10.1109/cvpr.2014.81
10.1109/cvpr.2014.81 · ExternalCitation · doi-reference
10.1109/cvpr52733.2024.01605
10.1109/cvpr52733.2024.01605 · ExternalCitation · doi-reference
10.1109/cvpr52733.2024.02408
10.1109/cvpr52733.2024.02408 · ExternalCitation · doi-reference
10.1109/iccv.2015.169
10.1109/iccv.2015.169 · ExternalCitation · doi-reference
10.1109/iccv51701.2025.00277
10.1109/iccv51701.2025.00277 · ExternalCitation · doi-reference
Sec-GNN-driven joint multidimensional anti-eavesdropping optimization for secure UAV-satellite communications
10.1109/jiot.2026.3685201 · ExternalCitation · doi-reference
Is underwater image enhancement all object detectors need?
10.1109/joe.2023.3302888 · ExternalCitation · doi-reference
Intelligent marine survey: Lightweight multi-scale attention adaptive segmentation framework for underwater target detection of AUV
10.1109/tase.2024.3371963 · ExternalCitation · doi-reference
Safe human-centric shared control for consumer service robots in smart home environments via observer-based ADP
10.1109/tce.2026.3718874 · ExternalCitation · doi-reference
An anchor-free lightweight deep convolutional network for vehicle detection in aerial images
10.1109/tits.2022.3203715 · ExternalCitation · doi-reference
Lightweight semantic feature extraction model with direction awareness for aerial traffic object detection
10.1109/tits.2025.3642410 · ExternalCitation · doi-reference
AquaticCLIP: A vision-language foundation model and dataset for underwater scene analysis
10.1109/tnnls.2026.3657138 · ExternalCitation · doi-reference
Faster R-CNN: Towards real-time object detection with region proposal networks
10.1109/tpami.2016.2577031 · ExternalCitation · doi-reference
Dynamic event-triggered control for human–machine cooperative systems based on dynamic authority allocation
10.1109/tsmc.2026.3661716 · ExternalCitation · doi-reference
Underwater optical object detection in the era of artificial intelligence: current, challenge, and future
10.1145/3759243 · ExternalCitation · doi-reference
Joint optimization technique of image enhancement and object detection based on a genetic algorithm for underwater target detection
10.1364/ao.565695 · ExternalCitation · doi-reference
Understanding the influence of image enhancement on underwater object detection: A quantitative and qualitative study
10.3390/rs17020185 · ExternalCitation · doi-reference
Multi-scale feature fusion enhancement for underwater object detection
10.3390/s24227201 · ExternalCitation · doi-reference
