v1v2 (latest)

Heuristical Comparison of Vision Transformers Against Convolutional Neural Networks for Semantic Segmentation on Remote Sensing Imagery

14 November 2024

Papers citing "Heuristical Comparison of Vision Transformers Against Convolutional Neural Networks for Semantic Segmentation on Remote Sensing Imagery"

27 / 27 papers shown

Title
Context-Aware Semantic Segmentation: Enhancing Pixel-Level Understanding with Large Language Models for Advanced Vision Applications Ben Rahman VLM 74 3 0 25 Mar 2025
AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation Kashu Yamazaki Taisei Hanyu Minh-Triet Tran Adrian Garcia Roy McCann Haitao Liao Chase Rainwater Meredith Adkins J. Cothren Ngan Le ViT 79 37 0 12 Jun 2023
Cross-Entropy Loss Functions: Theoretical Analysis and Applications Anqi Mao M. Mohri Yutao Zhong AAML 101 318 0 14 Apr 2023
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation Meng-Hao Guo Chenggang Lu Qibin Hou Zheng Liu Ming-Ming Cheng Shiyong Hu SSeg ViT VLM 76 652 0 18 Sep 2022
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Di Wang Qiming Zhang Yufei Xu Jing Zhang Bo Du Dacheng Tao Lefei Zhang 66 256 0 08 Aug 2022
ViTAEv2: Vision Transformer Advanced by Exploring Inductive Bias for Image Recognition and Beyond Qiming Zhang Yufei Xu Jing Zhang Dacheng Tao ViT 99 234 0 21 Feb 2022
Visual Attention Network Meng-Hao Guo Chengrou Lu Zheng-Ning Liu Ming-Ming Cheng Shiyong Hu ViT VLM 82 669 0 20 Feb 2022
Is Attention Better Than Matrix Decomposition? Zhengyang Geng Meng-Hao Guo Hongxu Chen Xia Li Ke Wei Zhouchen Lin 106 142 0 09 Sep 2021
Per-Pixel Classification is Not All You Need for Semantic Segmentation Bowen Cheng Alex Schwing Alexander Kirillov VLM ViT 210 1,551 0 13 Jul 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 463 21,566 0 25 Mar 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 670 41,430 0 22 Oct 2020
IoU Loss for 2D/3D Object Detection Dingfu Zhou Jin Fang Xibin Song Chenye Guan Junbo Yin Yuchao Dai Ruigang Yang 65 385 0 11 Aug 2019
iSAID: A Large-scale Dataset for Instance Segmentation in Aerial Images Syed Waqas Zamir Aditya Arora Akshita Gupta Salman Khan Guolei Sun Fahad Shahbaz Khan Fan Zhu Ling Shao Guisong Xia X. Bai SSeg VLM 76 348 0 30 May 2019
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 124 1,330 0 01 Apr 2019
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation Nabil Ibtehaz Mohammad Sohel Rahman SSeg 61 1,641 0 11 Feb 2019
Unified Perceptual Parsing for Scene Understanding Tete Xiao Yingcheng Liu Bolei Zhou Yuning Jiang Jian Sun OCL VOS 195 1,895 0 26 Jul 2018
Context Encoding for Semantic Segmentation Hang Zhang Kristin J. Dana Jianping Shi Zhongyue Zhang Xiaogang Wang A. Tyagi Amit Agrawal SSeg 99 1,251 0 23 Mar 2018
DOTA: A Large-scale Dataset for Object Detection in Aerial Images Gui-Song Xia X. Bai Jian Ding Zhen Zhu Serge J. Belongie Jiebo Luo Mihai Datcu Marcello Pelillo Liangpei Zhang ObjD 127 2,185 0 28 Nov 2017
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 133 2,150 0 11 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 786 132,363 0 12 Jun 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 1.1K 15,819 0 02 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,378 0 18 May 2015
Learning Deconvolution Network for Semantic Segmentation Hyeonwoo Noh Seunghoon Hong Bohyung Han SSeg 235 4,180 0 17 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,508 0 04 Sep 2014
On the difficulty of training Recurrent Neural Networks Razvan Pascanu Tomas Mikolov Yoshua Bengio ODL 204 5,360 0 21 Nov 2012