In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images

20 March 2019

Papers citing "In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images"

42 / 42 papers shown

Title
An Expert Ensemble for Detecting Anomalous Scenes, Interactions, and Behaviors in Autonomous Driving Tianchen Ji Neeloy Chakraborty Andre Schreiber Katherine Rose Driggs-Campbell 125 1 0 23 Feb 2025
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes Danial Qashqai Emad Mousavian S. B. Shokouhi S. Mirzakuchaki 38 0 0 01 Jul 2024
Open-World Semantic Segmentation Including Class Similarity Matteo Sodano Federico Magistri Lucas Nunes Jens Behley C. Stachniss VLM 39 8 0 12 Mar 2024
Multi-task Learning for Real-time Autonomous Driving Leveraging Task-adaptive Attention Generator Wonhyeok Choi Mingyu Shin Hyukzae Lee Jaehoon Cho Jaehyeon Park Sunghoon Im 37 1 0 06 Mar 2024
Spatial-information Guided Adaptive Context-aware Network for Efficient RGB-D Semantic Segmentation Yang Zhang Chenyun Xiong Junjie Liu Xuhui Ye Guodong Sun 21 14 0 11 Aug 2023
Efficient Multi-Task Scene Analysis with RGB-D Transformers Söhnke Benedikt Fischedick Daniel Seichter Robin M. Schmidt Leonard Rabes H. Groß 25 9 0 08 Jun 2023
Efficient Semantic Segmentation by Altering Resolutions for Compressed Videos Yubin Hu Yuze He Yanghao Li Jisheng Li Yuxing Han Jiangtao Wen Y. Liu VOS 18 11 0 13 Mar 2023
Efficient Context Integration through Factorized Pyramidal Learning for Ultra-Lightweight Semantic Segmentation Nadeem Atif Saquib Mazhar Debajit Sarma M. Bhuyan S. R. Ahamad SSeg 28 0 0 23 Feb 2023
Local-to-Global Information Communication for Real-Time Semantic Segmentation Network Search Guangliang Cheng Peng Sun Ting-Bing Xu Shuchang Lyu Peiwen Lin 18 1 0 16 Feb 2023
Rethinking Lightweight Salient Object Detection via Network Depth-Width Tradeoff Jia Li Shengye Qiao Zhirui Zhao Chenxi Xie Xiaowu Chen Changqun Xia 25 9 0 17 Jan 2023
Dynamic loss balancing and sequential enhancement for road-safety assessment and traffic scene classification Marin Kavcan Marko Sevrovic Sinivsa vSegvić 14 1 0 08 Nov 2022
Surrogate-assisted Multi-objective Neural Architecture Search for Real-time Semantic Segmentation Zhichao Lu Ran Cheng Shihua Huang Haotong Zhang Changxiao Qiu Fan Yang SSeg 17 22 0 14 Aug 2022
Behind Every Domain There is a Shift: Adapting Distortion-aware Vision Transformers for Panoramic Semantic Segmentation Jiaming Zhang Kailun Yang Haowen Shi Simon Reiß Kunyu Peng Chaoxiang Ma Haodong Fu Philip H. S. Torr Kaiwei Wang Rainer Stiefelhagen ViT MDE 26 35 0 25 Jul 2022
SFNet: Faster and Accurate Semantic Segmentation via Semantic Flow Xiangtai Li Jiangning Zhang Yibo Yang Guangliang Cheng Kuiyuan Yang Yu Tong Dacheng Tao SSeg AI4TS 38 28 0 10 Jul 2022
On Efficient Real-Time Semantic Segmentation: A Survey Christopher J. Holder Muhammad Shafique SSeg 16 20 0 17 Jun 2022
TopFormer: Token Pyramid Transformer for Mobile Semantic Segmentation Wenqiang Zhang Zilong Huang Guozhong Luo Tao Chen Xinggang Wang Wenyu Liu Gang Yu Chunhua Shen ViT 22 198 0 12 Apr 2022
Revisiting Multi-Scale Feature Fusion for Semantic Segmentation Tianjian Meng Golnaz Ghiasi Reza Mahjorian Quoc V. Le Mingxing Tan SSeg 30 2 0 23 Mar 2022
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers Jiaming Zhang Huayao Liu Kailun Yang Xinxin Hu Ruiping Liu Rainer Stiefelhagen ViT 21 296 0 09 Mar 2022
Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic Segmentation Jiaming Zhang Kailun Yang Chaoxiang Ma Simon Reiß Kunyu Peng Rainer Stiefelhagen ViT 24 72 0 02 Mar 2022
Boundary Corrected Multi-scale Fusion Network for Real-time Semantic Segmentation Tian-Shun Jiang Yi Jin Tengfei Liang Xu Wang Yidong Li SSeg 35 2 0 01 Mar 2022
Borrowing from yourself: Faster future video segmentation with partial channel update Evann Courdier Franccois Fleuret 9 0 0 11 Feb 2022
Zero-Shot Semantic Segmentation via Spatial and Multi-Scale Aware Visual Class Embedding Su-Ram Cha Yooseung Wang VLM 13 11 0 30 Nov 2021
Lightweight Monocular Depth with a Novel Neural Architecture Search Method Lam Huynh Phong H. Nguyen Jirí Matas Esa Rahtu J. Heikkilä 24 10 0 25 Aug 2021
Double Similarity Distillation for Semantic Image Segmentation Yingchao Feng Xian Sun Wenhui Diao Jihao Li Xin Gao 16 62 0 19 Jul 2021
Evaluation of Multimodal Semantic Segmentation using RGB-D Data Jiesi Hu Ganning Zhao Suya You C.-C. Jay Kuo 27 3 0 31 Mar 2021
AttaNet: Attention-Augmented Network for Fast and Accurate Scene Parsing Qi Song Kangfu Mei Rui Huang SSeg 26 73 0 10 Mar 2021
Capturing Omni-Range Context for Omnidirectional Segmentation Kailun Yang Jiaming Zhang Simon Reiß Xinxin Hu Rainer Stiefelhagen 13 71 0 09 Mar 2021
Panoramic Panoptic Segmentation: Towards Complete Surrounding Understanding via Unsupervised Contrastive Learning A. Jaus Kailun Yang Rainer Stiefelhagen 32 36 0 01 Mar 2021
Polarization-driven Semantic Segmentation via Efficient Attention-bridged Fusion Kaite Xiang Kailun Yang Kaiwei Wang 25 64 0 26 Nov 2020
Towards Efficient Scene Understanding via Squeeze Reasoning Xiangtai Li Xia Li Ansheng You Li Zhang Guangliang Cheng Kuiyuan Yang Yunhai Tong Zhouchen Lin GNN 16 23 0 06 Nov 2020
Real-time Semantic Segmentation with Context Aggregation Network M. Yang Saumya Kumaar Ye Lyu F. Nex SSeg 29 63 0 02 Nov 2020
Dense Dual-Path Network for Real-time Semantic Segmentation Xinneng Yang Yan Wu Junqiao Zhao Feilin Liu SSeg 37 12 0 21 Oct 2020
Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans Paschalis A. Bizopoulos N. Vretos P. Daras 19 17 0 10 Sep 2020
Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance Marvin Klingner Jan-Aike Termöhlen Jonas Mikolajczyk Tim Fingscheidt MDE 33 317 0 14 Jul 2020
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars Abhinav Sagar Rajkumar Soundrapandiyan SSeg 6 31 0 30 Jun 2020
Cyclic Differentiable Architecture Search Hongyuan Yu Houwen Peng Yan Huang Jianlong Fu Hao Du Liang Wang Haibin Ling 3DPC 19 48 0 18 Jun 2020
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels Marvin Klingner Andreas Bär Philipp Donn Tim Fingscheidt CLL 15 45 0 12 May 2020
Real-Time High-Performance Semantic Image Segmentation of Urban Street Scenes Genshun Dong Y. Yan Chunhua Shen Hanzi Wang SSeg 21 102 0 11 Mar 2020
Semantic Flow for Fast and Accurate Scene Parsing Xiangtai Li Ansheng You Zhen Zhu Houlong Zhao Maoke Yang Kuiyuan Yang Yunhai Tong SSeg 19 354 0 24 Feb 2020
A Survey on Deep Learning-based Architectures for Semantic Segmentation on 2D images Irem Ülkü Erdem Akagündüz SSeg 21 189 0 21 Dec 2019
Graph-guided Architecture Search for Real-time Semantic Segmentation Peiwen Lin Peng Sun Guangliang Cheng Sirui Xie Xi Li Jianping Shi GNN 3DPC 11 94 0 15 Sep 2019
A Comparative Study of High-Recall Real-Time Semantic Segmentation Based on Swift Factorized Network Kaite Xiang Kaiwei Wang Kailun Yang 11 9 0 26 Jul 2019