no code implementations • 8 Mar 2024 • Amir M. Mansourian, Arya Jalali, Rozhan Ahmadi, Shohreh Kasaei
In contrast to existing complex methodologies commonly employed for distilling knowledge from a teacher to a student, this paper showcases the efficacy of a simple yet powerful method for utilizing refined feature maps to transfer attention.
1 code implementation • 31 Jan 2024 • Rozhan Ahmadi, Shohreh Kasaei
In recent years, weakly supervised semantic segmentation using image-level labels as supervision has received significant attention in the field of computer vision.
Weakly supervised Semantic Segmentation Weakly-Supervised Semantic Segmentation
2 code implementations • 8 Aug 2023 • Amir M. Mansourian, Rozhan Ahmadi, Shohreh Kasaei
With inference time being a crucial factor, particularly in dense prediction tasks such as semantic segmentation, knowledge distillation has emerged as a successful technique for improving the accuracy of lightweight student networks.