detection algorithm: Cascade R-CNN backbone: ResNet50 + FPN post process: soft nms 基于mmdetection, 不是最新版,大家可以自己升级 res50 和se50 均可以达到线上testA 46-47 mAP, 经过spytensor试验进行模型集成可以达到49+ resnext101 64x4d 48.7mAP ...
underwater-object-detection-mmdetection 和鲸社区Kesci 水下目标检测算法赛(光学图像赛项) 答辩PPT coming soon or by contacting with me 整体思路 使用两阶段检测框架,保证精度要求; 使用FPN,增强小目标的检测效果; 使用Mixup、旋转等无损的数据增强技术,减轻网络过拟合,并提升模型泛化能力; 使用多尺度训练与...
More importantly, we publish an underwater detection dataset DLMU2024 with low image continuity and high data diversity, which provides reliable support for the rapid development of underwater detection research. Our dataset is available athttps://github.com/shenxin-dlmu/DLMU2024.Xin Shen...
Image displaying small, densely packed targets within a typical underwater setting, indicating the complexity of detection. Full size image The emergence of deep learning has brought a new light to feature extraction in underwater object detection. Currently, popular target detection algorithms are main...
Vision based real-time fish detection using convolutional neural network OCEANS 2017 - Aberdeen (2017), pp. 1-6 CrossrefView in ScopusGoogle Scholar Tzutalin 2015 Tzutalin (2015). Labelimg git code. URL https://github.com/tzutalin/labelImg. Google Scholar van de Weijer et al., 2007 J....
Underwater Fish Object Detection with Degraded Prior Knowledge 2024, Electronics (Switzerland) A learnable full-frequency transformer dual generative adversarial network for underwater image enhancement 2024, Frontiers in Marine SciencePeer review under responsibility of King Saud University. ...
underwater-object-detection-mmdetection 和鲸社区Kesci 水下目标检测算法赛(光学图像赛项)答辩PPTcoming soon or by contacting with me 整体思路使用两阶段检测框架,保证精度要求; 使用FPN,增强小目标的检测效果; 使用Mixup、旋转等无损的数据增强技术,减轻网络过拟合,并提升模型泛化能力; 使用多尺度训练与预测,...
Kesci underwater objection detection algorithm contest - GitHub - goodluckcjj/underwater-objection-detection at 0489bcb95d31c9e9bca08bbd27f0bed74bfb2f92
Tasks Edit object-detection Object Detection Datasets Edit Introduced in the Paper: DUO Used in the Paper: MS COCO Results from the Paper Edit Submit results from this paper to get state-of-the-art GitHub badges and help the community compare results to other papers. Methods...
15 Tasks Edit AddRemove Datasets Edit LSUI2D-3D Match Dataset Results from the Paper Edit Ranked #5 onUnderwater Image Restoration on LSUI(using extra training data) Get a GitHub badge TaskDatasetModelMetric NameMetric ValueGlobal RankUses Extra ...