Cyclic guidance for weakly supervised joint detection and segmentation

Y Shen, R Ji, Y Wang, Y Wu… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
Weakly supervised learning has attracted growing research attention due to the significant
saving in annotation cost for tasks that require intra-image annotations, such as object …

Enabling deep residual networks for weakly supervised object detection

Y Shen, R Ji, Y Wang, Z Chen, F Zheng… - Computer Vision–ECCV …, 2020 - Springer
Weakly supervised object detection (WSOD) has attracted extensive research attention due
to its great flexibility of exploiting large-scale image-level annotation for detector training …

Towards automatic visual inspection: A weakly supervised learning method for industrial applicable object detection

C Ge, J Wang, J Wang, Q Qi, H Sun, J Liao - Computers in Industry, 2020 - Elsevier
Industrial visual detection is an essential part in modern industry for equipment maintenance
and inspection. With the recent progress of deep learning, advanced industrial object …

Category-aware spatial constraint for weakly supervised detection

Y Shen, R Ji, K Yang, C Deng… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Weakly supervised object detection has attracted increasing research attention recently. To
this end, most existing schemes rely on scoring category-independent region proposals …

Parallel detection-and-segmentation learning for weakly supervised instance segmentation

Y Shen, L Cao, Z Chen, B Zhang… - Proceedings of the …, 2021 - openaccess.thecvf.com
Weakly supervised instance segmentation (WSIS) with only image-level labels has recently
drawn much attention. To date, bottom-up WSIS methods refine discriminative cues from …

Contrastive proposal extension with LSTM network for weakly supervised object detection

P Lv, S Hu, T Hao - IEEE Transactions on Image Processing, 2022 - ieeexplore.ieee.org
Weakly supervised object detection (WSOD) has attracted more and more attention since it
only uses image-level labels and can save huge annotation costs. Most of the WSOD …

Radar as a teacher: Weakly supervised vehicle detection using radar labels

S Chadwick, P Newman - 2020 IEEE International Conference …, 2020 - ieeexplore.ieee.org
It has been demonstrated that the performance of an object detector degrades when it is
used outside the domain of the data used to train it. However, obtaining training data for a …