Unlocking Fine-Grained Details with Wavelet-based High-Frequency
Enhancement in Transformers

Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers

25 August 2023

Amirhossein Kazerouni

Afshin Bozorgpour

Ehsan Khodapanah Aghdam

Papers citing "Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers"

11 / 11 papers shown

Title
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation Afshin Bozorgpour Yousef Sadegheih Amirhossein Kazerouni Reza Azad Dorit Merhof DiffM MedIm 46 26 0 05 Aug 2023
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Moein Heidari Amirhossein Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 57 186 0 18 Jul 2022
Beyond Fixation: Dynamic Window Visual Transformer Pengzhen Ren Changlin Li Guangrun Wang Yun Xiao Qing Du Xiaodan Liang Qing Du Xiaodan Liang Xiaojun Chang ViT 57 32 0 24 Mar 2022
AdaViT: Adaptive Tokens for Efficient Vision Transformer Hongxu Yin Arash Vahdat J. Álvarez Arun Mallya Jan Kautz Pavlo Molchanov ViT 73 327 0 14 Dec 2021
PVT v2: Improved Baselines with Pyramid Vision Transformer Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT AI4TS 85 1,634 0 25 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 193 4,934 0 31 May 2021
Multiscale Vision Transformers Haoqi Fan Bo Xiong K. Mangalam Yanghao Li Zhicheng Yan Jitendra Malik Christoph Feichtenhofer ViT 125 1,248 0 22 Apr 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 94 979 0 21 Feb 2021
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Reza Azad Maryam Asadi-Aghbolaghi M. Fathy Sergio Escalera SSeg MedIm 64 345 0 31 Aug 2019
Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC) Noel Codella V. Rotemberg P. Tschandl M. E. Celebi Stephen W. Dusza ... Aadi Kalloo Konstantinos Liopyris Michael Marchetti Harald Kittler Allan Halpern 81 1,178 0 09 Feb 2019
Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images Jo Schlemper Ozan Oktay M. Schaap M. Heinrich Bernhard Kainz Ben Glocker Daniel Rueckert MedIm 60 1,459 0 22 Aug 2018