Weakly supervisedSalient object detectionMulti-source annotationsEdge detectionTraining under multi-source weak annotations can reduce the performance gap between weakly supervised and fully supervised salient object detection (SOD) methods. However, it is challenging to train multiple weak-annotation sources ...
Object Instance Mining for Weakly Supervised Object Detection 论文笔记 前言 大多数弱监督目标检测(WSOD)采用的框架是将多实例学习(MIL)和CNN结合起来,这种框架通常会将特定于某个类别的具有最高置信度的proposal挖掘出来,以训练基于CNN的分类器,但并不会考虑图像中的目标实例的数量。如果图像中有多个目标实例属于...
Structure-Consistent Weakly Supervised Salient Object Detection with Local Saliency Coherence
作者及单位:Runming Cong, Member , IEEE, Qi Qin, Chen Zhang, Qiuping Jiang, Shiqi Wang, Yao Zhao, Senior Member , IEEE, and Sam Kwong, Fellow, IEEE 论文地址:A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid Labels | IEEE Journals & Magazine | IEEE Xplore Introd...
USTM-Net, we compared it with other five state-of-the-art methods, including Scribble2Label (S2L) model [44], weakly-supervised salient object detection (WSOD) method [54], partial U-Net (p-UNet) [55], weakly-supervised consistency-based learning (WSCL) method [18], and U-Net [49]...
弱监督论文阅读《object instance mining for weakly supervised object detection》,程序员大本营,技术文章内容聚合第一站。
Co-salient object detectionImage co-segmentationRecurrent convolutional neural networkVisual attentionWeakly supervised trainingA new approach involving multi-scale recurrent convolutional neural network (RCNN) has been proposed for co-saliency object detection. The proposed approach involves careful separation ...
Weakly supervised object detection is an interesting yet challenging research topic in computer vision community, which aims at learning object models to localize and detect the corresponding objects of interest only under the supervision of image-level annotation. For addressing this problem, this paper...
🔥🔥🔥Code for Paper in CVPR2021,Weakly Supervised Video Salient Object DetectionWangbo Zhao, Jing Zhang, Long Li, Nick Barnes, Nian Liu, Junwei Han. 🔥🔥🔥 Dataset We provide the proposed scribble annotations for DAVIS and DAVSOD inGoogle DriveandBaidu Drive(86rd).SSODprovides scri...
Our model obtains competitive performance on weakly supervised object localization and salient object detection benchmarks without fine-tuning the extent filling module for the specific tasks. The main contributions of this paper include: • The development of an insta...