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

Title
Context-Aware Semantic Segmentation: Enhancing Pixel-Level Understanding with Large Language Models for Advanced Vision Applications Ben Rahman VLM 205 4 0 25 Mar 2025
AerialFormer: Multi-resolution Transformer for Aerial Image SegmentationRemote Sensing (RS), 2023 Kashu Yamazaki Taisei Hanyu Minh-Triet Tran Adrian Garcia Roy McCann Haitao Liao Chase Rainwater Meredith Adkins J. Cothren Ngan Le ViT 183 61 0 12 Jun 2023
Cross-Entropy Loss Functions: Theoretical Analysis and ApplicationsInternational Conference on Machine Learning (ICML), 2023 Anqi Mao M. Mohri Yutao Zhong AAML 231 587 0 14 Apr 2023
SegNeXt: Rethinking Convolutional Attention Design for Semantic SegmentationNeural Information Processing Systems (NeurIPS), 2022 Meng-Hao Guo Chenggang Lu Qibin Hou Zheng Liu Ming-Ming Cheng Shiyong Hu SSeg ViT VLM 235 947 0 18 Sep 2022
Advancing Plain Vision Transformer Towards Remote Sensing Foundation ModelIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 Di Wang Qiming Zhang Yufei Xu Jing Zhang Bo Du Dacheng Tao Guang Dai 237 309 0 08 Aug 2022
ViTAEv2: Vision Transformer Advanced by Exploring Inductive Bias for Image Recognition and BeyondInternational Journal of Computer Vision (IJCV), 2022 Qiming Zhang Yufei Xu Jing Zhang Dacheng Tao ViT 248 270 0 21 Feb 2022
Visual Attention NetworkComputational Visual Media (CVM), 2022 Meng-Hao Guo Chengrou Lu Zheng-Ning Liu Ming-Ming Cheng Shiyong Hu ViT VLM 432 849 0 20 Feb 2022
Is Attention Better Than Matrix Decomposition?International Conference on Learning Representations (ICLR), 2021 Zhengyang Geng Meng-Hao Guo Hongxu Chen Xia Li Ke Wei Zhouchen Lin 235 165 0 09 Sep 2021
Per-Pixel Classification is Not All You Need for Semantic Segmentation Bowen Cheng Alex Schwing Alexander Kirillov VLM ViT 474 1,827 0 13 Jul 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted WindowsIEEE International Conference on Computer Vision (ICCV), 2021 Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 1.3K 27,575 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 1.2K 53,494 0 22 Oct 2020
IoU Loss for 2D/3D Object DetectionInternational Conference on 3D Vision (3DV), 2019 Dingfu Zhou Jin Fang Xibin Song Chenye Guan Junbo Yin Yuchao Dai Ruigang Yang 166 440 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 237 416 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 377 1,605 0 01 Apr 2019
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image SegmentationNeural Networks (NN), 2019 Nabil Ibtehaz Mohammad Sohel Rahman SSeg 176 1,866 0 11 Feb 2019
Unified Perceptual Parsing for Scene Understanding Tete Xiao Yingcheng Liu Bolei Zhou Yuning Jiang Jian Sun OCL VOS 370 2,219 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 231 1,332 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 353 2,530 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 318 2,432 0 11 Jul 2017
Attention Is All You NeedNeural Information Processing Systems (NeurIPS), 2017 Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 2.4K 157,616 0 12 Jun 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 3.6K 214,438 0 10 Dec 2015
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 1.6K 17,111 0 02 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 2.8K 87,821 0 18 May 2015
Learning Deconvolution Network for Semantic Segmentation Hyeonwoo Noh Seunghoon Hong Bohyung Han SSeg 468 4,301 0 17 May 2015
Adam: A Method for Stochastic OptimizationInternational Conference on Learning Representations (ICLR), 2014 Diederik P. Kingma Jimmy Ba ODL 4.4K 160,277 0 22 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image RecognitionInternational Conference on Learning Representations (ICLR), 2014 Karen Simonyan Andrew Zisserman FAtt MDE 3.5K 107,487 0 04 Sep 2014
On the difficulty of training Recurrent Neural NetworksInternational Conference on Machine Learning (ICML), 2012 Razvan Pascanu Tomas Mikolov Yoshua Bengio ODL 539 5,643 0 21 Nov 2012