Unifs: universal few-shot instance perception with point representations

S **, R Yao, L Xu, W Liu, C Qian, J Wu… - European Conference on …, 2024 - Springer
Instance perception tasks (object detection, instance segmentation, pose estimation,
counting) play a key role in industrial applications of visual models. As supervised learning …

Pixel-level Semantic Correspondence through Layout-aware Representation Learning and Multi-scale Matching Integration

Y Sun, Z Yin, H Wang, Y Wang, X Qiu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Establishing precise semantic correspondence across object instances in different images is
a fundamental and challenging task in computer vision. In this task difficulty arises often due …