Search Results for author: Rozhan Ahmadi

Found 3 papers, 2 papers with code

Attention-guided Feature Distillation for Semantic Segmentation

no code implementations8 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.

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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