Improving Depth Gradient Continuity in Transformers: A Comparative Study
on Monocular Depth Estimation with CNN

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Improving Depth Gradient Continuity in Transformers: A Comparative Study on Monocular Depth Estimation with CNN

16 August 2023

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Papers citing "Improving Depth Gradient Continuity in Transformers: A Comparative Study on Monocular Depth Estimation with CNN"

19 / 19 papers shown

Title
METER: a mobile vision transformer architecture for monocular depth estimation Lorenzo Papa Paolo Russo Irene Amerini MDE 63 20 0 13 Mar 2024
NDDepth: Normal-Distance Assisted Monocular Depth Estimation Shuwei Shao Z. Pei Weihai Chen Xingming Wu Zhengguo Li MDE 70 46 0 19 Sep 2023
SwinDepth: Unsupervised Depth Estimation using Monocular Sequences via Swin Transformer and Densely Cascaded Network D. Shim H. J. Kim ViT MDE 101 23 0 17 Jan 2023
NeW CRFs: Neural Window Fully-connected CRFs for Monocular Depth Estimation Weihao Yuan Xiaodong Gu Zuozhuo Dai Siyu Zhu Ping Tan 88 182 0 03 Mar 2022
Global-Local Path Networks for Monocular Depth Estimation with Vertical CutDepth Doyeon Kim Woonghyun Ka Pyunghwan Ahn Donggyu Joo S. Chun Junmo Kim MDE 59 127 0 19 Jan 2022
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 321 5,072 0 31 May 2021
Escaping the Big Data Paradigm with Compact Transformers Ali Hassani Steven Walton Nikhil Shah Abulikemu Abuduweili Jiachen Li Humphrey Shi 132 463 0 12 Apr 2021
Vision Transformers for Dense Prediction René Ranftl Alexey Bochkovskiy V. Koltun ViT MDE 138 1,746 0 24 Mar 2021
Transformer Interpretability Beyond Attention Visualization Hila Chefer Shir Gur Lior Wolf 137 673 0 17 Dec 2020
AdaBins: Depth Estimation using Adaptive Bins S. Bhat Ibraheem Alhashim Peter Wonka 3DV MDE ViT 133 861 0 28 Nov 2020
Quantifying Attention Flow in Transformers Samira Abnar Willem H. Zuidema 169 803 0 02 May 2020
CNN Explainer: Learning Convolutional Neural Networks with Interactive Visualization Zijie J. Wang Robert Turko Omar Shaikh Haekyu Park Nilaksh Das Fred Hohman Minsuk Kahng Duen Horng Chau HAI FAtt 73 248 0 30 Apr 2020
Enforcing geometric constraints of virtual normal for depth prediction Wei Yin Yifan Liu Chunhua Shen Youliang Yan 3DV MDE 123 431 0 29 Jul 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 167 18,193 0 28 May 2019
Visualization of Convolutional Neural Networks for Monocular Depth Estimation Junjie Hu Yan Zhang Takayuki Okatani MDE 114 83 0 06 Apr 2019
Deep Ordinal Regression Network for Monocular Depth Estimation Huan Fu Biwei Huang Chaohui Wang Kayhan Batmanghelich Dacheng Tao MDE 484 1,733 0 06 Jun 2018
Revisiting Single Image Depth Estimation: Toward Higher Resolution Maps with Accurate Object Boundaries Junjie Hu Mete Ozay Yan Zhang Takayuki Okatani 3DV 94 377 0 23 Mar 2018
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 335 20,110 0 07 Oct 2016
Depth Map Prediction from a Single Image using a Multi-Scale Deep Network David Eigen Christian Puhrsch Rob Fergus MDE 3DPC 3DV 244 4,066 0 09 Jun 2014

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