Search Results for author: Rozhan Ahmadi

Found 3 papers, 3 papers with code

Attention-guided Feature Distillation for Semantic Segmentation

1 code implementation8 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, the pro-posed method showcases the efficacy of a simple yet powerful method for utilizing refined feature maps to transfer attention.

Knowledge Distillation Segmentation +1

Leveraging Swin Transformer for Local-to-Global Weakly Supervised Semantic Segmentation

1 code implementation31 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

AICSD: Adaptive Inter-Class Similarity Distillation for Semantic Segmentation

2 code implementations8 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.

Knowledge Distillation Semantic Segmentation

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