Why does Knowledge Distillation Work? Rethink its Attention and Fidelity Mechanism
Fuente:
arXiv
Saved in:
| Main Authors: | Guo, Chenqi, Zhong, Shiwei, Liu, Xiaofeng, Feng, Qianli, Ma, Yinglong |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
CSAKD: Knowledge Distillation with Cross Self-Attention for Hyperspectral and Multispectral Image Fusion
by: Hsu, Chih-Chung, et al.
Published: (2024)
by: Hsu, Chih-Chung, et al.
Published: (2024)
GuideSR: Rethinking Guidance for One-Step High-Fidelity Diffusion-Based Super-Resolution
by: Arora, Aditya, et al.
Published: (2025)
by: Arora, Aditya, et al.
Published: (2025)
Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion
by: Wazir, Saad, et al.
Published: (2025)
by: Wazir, Saad, et al.
Published: (2025)
MTKD: Multi-Teacher Knowledge Distillation for Image Super-Resolution
by: Jiang, Yuxuan, et al.
Published: (2024)
by: Jiang, Yuxuan, et al.
Published: (2024)
MoMA: Momentum Contrastive Learning with Multi-head Attention-based Knowledge Distillation for Histopathology Image Analysis
by: Vuong, Trinh Thi Le, et al.
Published: (2023)
by: Vuong, Trinh Thi Le, et al.
Published: (2023)
RankDVQA-mini: Knowledge Distillation-Driven Deep Video Quality Assessment
by: Feng, Chen, et al.
Published: (2023)
by: Feng, Chen, et al.
Published: (2023)
CTSR: Controllable Fidelity-Realness Trade-off Distillation for Real-World Image Super Resolution
by: Li, Runyi, et al.
Published: (2025)
by: Li, Runyi, et al.
Published: (2025)
Digital Staining with Knowledge Distillation: A Unified Framework for Unpaired and Paired-But-Misaligned Data
by: Xu, Ziwang, et al.
Published: (2025)
by: Xu, Ziwang, et al.
Published: (2025)
DPF-Net: Physical Imaging Model Embedded Data-Driven Underwater Image Enhancement
by: Mei, Han, et al.
Published: (2025)
by: Mei, Han, et al.
Published: (2025)
LiRCDepth: Lightweight Radar-Camera Depth Estimation via Knowledge Distillation and Uncertainty Guidance
by: Sun, Huawei, et al.
Published: (2024)
by: Sun, Huawei, et al.
Published: (2024)
Efficient Star Distillation Attention Network for Lightweight Image Super-Resolution
by: Hao, Fangwei, et al.
Published: (2025)
by: Hao, Fangwei, et al.
Published: (2025)
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation
by: Trinh, Quoc-Huy, et al.
Published: (2023)
by: Trinh, Quoc-Huy, et al.
Published: (2023)
Face to Cartoon Incremental Super-Resolution using Knowledge Distillation
by: Devkatte, Trinetra, et al.
Published: (2024)
by: Devkatte, Trinetra, et al.
Published: (2024)
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging
by: Bougourzi, Fares, et al.
Published: (2024)
by: Bougourzi, Fares, et al.
Published: (2024)
Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention
by: Wazir, Saad, et al.
Published: (2025)
by: Wazir, Saad, et al.
Published: (2025)
Patient-Specific Autoregressive Models for Organ Motion Prediction in Radiotherapy
by: Lai, Yuxiang, et al.
Published: (2025)
by: Lai, Yuxiang, et al.
Published: (2025)
Knowledge Distillation for Image Restoration : Simultaneous Learning from Degraded and Clean Images
by: Zhang, Yongheng, et al.
Published: (2025)
by: Zhang, Yongheng, et al.
Published: (2025)
Enhancing Content Representation for AR Image Quality Assessment Using Knowledge Distillation
by: Sekhri, Aymen, et al.
Published: (2024)
by: Sekhri, Aymen, et al.
Published: (2024)
HDKD: Hybrid Data-Efficient Knowledge Distillation Network for Medical Image Classification
by: EL-Assiouti, Omar S., et al.
Published: (2024)
by: EL-Assiouti, Omar S., et al.
Published: (2024)
Propose and Rectify: A Forensics-Driven MLLM Framework for Image Manipulation Localization
by: Zhang, Keyang, et al.
Published: (2025)
by: Zhang, Keyang, et al.
Published: (2025)
Histo-Genomic Knowledge Distillation For Cancer Prognosis From Histopathology Whole Slide Images
by: Wang, Zhikang, et al.
Published: (2024)
by: Wang, Zhikang, et al.
Published: (2024)
Real World Federated Learning with a Knowledge Distilled Transformer for Cardiac CT Imaging
by: Tölle, Malte, et al.
Published: (2024)
by: Tölle, Malte, et al.
Published: (2024)
Multi-Task Multi-Scale Contrastive Knowledge Distillation for Efficient Medical Image Segmentation
by: Biswas, Risab
Published: (2024)
by: Biswas, Risab
Published: (2024)
Leveraging Depth Maps and Attention Mechanisms for Enhanced Image Inpainting
by: Park, Jin Hyun, et al.
Published: (2025)
by: Park, Jin Hyun, et al.
Published: (2025)
Accelerating Diffusion for SAR-to-Optical Image Translation via Adversarial Consistency Distillation
by: Bai, Xinyu, et al.
Published: (2024)
by: Bai, Xinyu, et al.
Published: (2024)
Edge AI-Enabled Chicken Health Detection Based on Enhanced FCOS-Lite and Knowledge Distillation
by: Tong, Qiang, et al.
Published: (2024)
by: Tong, Qiang, et al.
Published: (2024)
Highly Constrained Coded Aperture Imaging Systems Design Via a Knowledge Distillation Approach
by: Suarez-Rodriguez, Leon, et al.
Published: (2024)
by: Suarez-Rodriguez, Leon, et al.
Published: (2024)
MambaLiteSR: Image Super-Resolution with Low-Rank Mamba using Knowledge Distillation
by: Aalishah, Romina, et al.
Published: (2025)
by: Aalishah, Romina, et al.
Published: (2025)
Phaseformer: Phase-based Attention Mechanism for Underwater Image Restoration and Beyond
by: Khan, MD Raqib, et al.
Published: (2024)
by: Khan, MD Raqib, et al.
Published: (2024)
Distilling High Diagnostic Value Patches for Whole Slide Image Classification Using Attention Mechanism
by: Nan, Tianhang, et al.
Published: (2024)
by: Nan, Tianhang, et al.
Published: (2024)
Explainable Deep Learning for Cataract Detection in Retinal Images: A Dual-Eye and Knowledge Distillation Approach
by: Soflaei, MohammadReza Abbaszadeh Bavil, et al.
Published: (2025)
by: Soflaei, MohammadReza Abbaszadeh Bavil, et al.
Published: (2025)
REACT-KD: Region-Aware Cross-modal Topological Knowledge Distillation for Interpretable Medical Image Classification
by: Chen, Hongzhao, et al.
Published: (2025)
by: Chen, Hongzhao, et al.
Published: (2025)
Dual Attention Driven Lumbar Magnetic Resonance Image Feature Enhancement and Automatic Diagnosis of Herniation
by: Zhang, Lingrui, et al.
Published: (2025)
by: Zhang, Lingrui, et al.
Published: (2025)
NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention Mechanisms
by: Kumar, Gurucharan Marthi Krishna, et al.
Published: (2024)
by: Kumar, Gurucharan Marthi Krishna, et al.
Published: (2024)
U-Know-DiffPAN: An Uncertainty-aware Knowledge Distillation Diffusion Framework with Details Enhancement for PAN-Sharpening
by: Kim, Sungpyo, et al.
Published: (2024)
by: Kim, Sungpyo, et al.
Published: (2024)
Nickel and Diming Your GAN: A Dual-Method Approach to Enhancing GAN Efficiency via Knowledge Distillation
by: Yeo, Sangyeop, et al.
Published: (2024)
by: Yeo, Sangyeop, et al.
Published: (2024)
Dino U-Net: Exploiting High-Fidelity Dense Features from Foundation Models for Medical Image Segmentation
by: Li, Haoyue, et al.
Published: (2025)
by: Li, Haoyue, et al.
Published: (2025)
DiT-JSCC: Rethinking Deep JSCC with Diffusion Transformers and Semantic Representations
by: Tan, Kailin, et al.
Published: (2026)
by: Tan, Kailin, et al.
Published: (2026)
Efficient Leaf Disease Classification and Segmentation using Midpoint Normalization Technique and Attention Mechanism
by: Taufik, Enam Ahmed, et al.
Published: (2025)
by: Taufik, Enam Ahmed, et al.
Published: (2025)
TransKD: Transformer Knowledge Distillation for Efficient Semantic Segmentation
by: Liu, Ruiping, et al.
Published: (2022)
by: Liu, Ruiping, et al.
Published: (2022)
Similar Items
-
CSAKD: Knowledge Distillation with Cross Self-Attention for Hyperspectral and Multispectral Image Fusion
by: Hsu, Chih-Chung, et al.
Published: (2024) -
GuideSR: Rethinking Guidance for One-Step High-Fidelity Diffusion-Based Super-Resolution
by: Arora, Aditya, et al.
Published: (2025) -
Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion
by: Wazir, Saad, et al.
Published: (2025) -
MTKD: Multi-Teacher Knowledge Distillation for Image Super-Resolution
by: Jiang, Yuxuan, et al.
Published: (2024) -
MoMA: Momentum Contrastive Learning with Multi-head Attention-based Knowledge Distillation for Histopathology Image Analysis
by: Vuong, Trinh Thi Le, et al.
Published: (2023)