论文链接:Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization 代码链接:https://github.com/HeimingX/semi_seg_proto NeurIPS 2022的工作。斜体是我的补充。 Introduction 动机:半监督语义分割任务的一个挑战是大的类内变化,即属于同一类的区域即使在相同的图像中也可能表现出非常不同...
In this work, we adopt a prototype-based self-supervised one-way one-shot learning framework using pseudo-labels generated from superpixels to learn the semantic segmentation task itself. We use a correlation-based probability score to generate a dynamic prototype for each query pixel from the bag...
python train_net.py --num-gpus 4 \ --config-file configs/cityscapes/semantic-segmentation/pem_R50_bs32_90k.yaml Testing To test the model, you can usetrain_net.pywith the flag--eval-onlyalong with the checkpoint path of the trained model. ...
SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning https://arxiv.org/abs/2111.12358 - BinhuiXie/SPCL
Recent transformer-based architectures have shown impressive results in the field of image segmentation. Thanks to their flexibility, they obtain outstanding performance in multiple segmentation tasks, such as semantic and panoptic, under a single unified framework. To achieve such impressive performance, ...
In this context, the proposed on-site customer profiling and hyper-personalization system (OSCPHPS) prototype targets any retail store that would like to use AI technologies such as emotion detection, object detection, semantic segmentation, gender and age detection, and personality trait detection. ...
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Appendix Appendix 1.1Calibration text in Brazilian Portuguese Tudo indica que a Reforma da Previdência será o tema de destaque. A proposta deve começar a ser discutida no plenário...