ECCV 2020 語義分割論文大盤點(38篇論文)

語義分割

弱監督語義分割

域自適應語義分割

Few-Shot 語義分割

語義分割對抗攻擊

RGB-D 語義分割

其他

語義分割

Object-Contextual Representations for Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/5021_ECCV_2020_paper.php代碼1：https://github.com/openseg-group/openseg.pytorch代碼2：https://github.com/openseg-group/OCNet.pytorch

Intra-class Feature Variation Distillation for Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/230_ECCV_2020_paper.php代碼：https://github.com/YukangWang/IFVD

Class-wise Dynamic Graph Convolution for Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/2638_ECCV_2020_paper.php

Tensor Low-Rank Reconstruction for Semantic Segmentation

作者單位：香港中文大學, 上海交通大學, 中科院, 思謀科技論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/2662_ECCV_2020_paper.php代碼：https://github.com/CWanli/RecoNet

Improving Semantic Segmentation via Decoupled Body and Edge Supervision

Learning to Predict Context-adaptive Convolution for Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/5205_ECCV_2020_paper.php

EfficientFCN: Holistically-guided Decoding for Semantic Segmentation

SNE-RoadSeg: Incorporating Surface Normal Information into Semantic Segmentation for Accurate Freespace Detection

主頁：https://sites.google.com/view/sne-roadseg論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/7513_ECCV_2020_paper.php代碼：https://github.com/hlwang1124/SNE-RoadSeg數據集：https://drive.google.com/file/d/1YnkqPmzxtjNfMi2B1gMy7LQa5Gnu-BsH/view

Semantic Flow for Fast and Accurate Scene Parsing

弱監督語義分割

Mining Cross-Image Semantics for Weakly Supervised Semantic Segmentation

作者單位：蘇黎世聯邦理工學院, 商湯科技, 上海交通大學論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/3387_ECCV_2020_paper.php代碼：https://github.com/GuoleiSun/MCIS_wsss

Semi-supervised Semantic Segmentation via Strong-weak Dual-branch Network

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/4545_ECCV_2020_paper.php

Negative Pseudo Labeling using Class Proportion for Semantic Segmentation in Pathology

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/2374_ECCV_2020_paper.php

Employing Multi-Estimations for Weakly-Supervised Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/2756_ECCV_2020_paper.php

Splitting vs. Merging: Mining Object Regions with Discrepancy and Intersection Loss for Weakly Supervised Semantic Segmentation

作者單位：南洋理工大學, A*Star, 蒙納士大學論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/4165_ECCV_2020_paper.php

Weakly Supervised Semantic Segmentation with Boundary Exploration

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/5372_ECCV_2020_paper.php

Regularized Loss for Weakly Supervised Single Class Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/6721_ECCV_2020_paper.php

Naive-Student: Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/942_ECCV_2020_paper.php

Semi-Supervised Segmentation based on Error-Correcting Supervision

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/6591_ECCV_2020_paper.php域自適應語義分割

Unsupervised Domain Adaptation for Semantic Segmentation of NIR Images through Generative Latent Search

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/6124_ECCV_2020_paper.php代碼：https://github.com/ambekarsameer96/GLSS

Domain Adaptive Semantic Segmentation Using Weak Labels

作者單位：加州大學河濱分校, NEC Labs, 加州大學聖地牙哥分校主頁：http://www.nec-labs.com/~mas/WeakSegDA論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/896_ECCV_2020_paper.php

Content-Consistent Matching for Domain Adaptive Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/2178_ECCV_2020_paper.php代碼：https://github.com/Solacex/CCM

Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation

作者單位：蘇黎世聯邦理工學院, 京東AI, 北京大學論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/2246_ECCV_2020_paper.php代碼：https://github.com/JDAI-CV/FADA

Contextual-Relation Consistent Domain Adaptation for Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/2442_ECCV_2020_paper.php

Learning from Scale-Invariant Examples for Domain Adaptation in Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/4042_ECCV_2020_paper.php

Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/5818_ECCV_2020_paper.php

Few-Shot 語義分割

Prototype Mixture Models for Few-shot Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/700_ECCV_2020_paper.php代碼：https://github.com/Yang-Bob/PMMs

Part-aware Prototype Network for Few-shot Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/754_ECCV_2020_paper.php代碼：https://github.com/Xiangyi1996/PPNet-PyTorch

Few-Shot Semantic Segmentation with Democratic Attention Networks

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/2042_ECCV_2020_paper.php

語義分割對抗攻擊

Indirect Local Attacks for Context-aware Semantic Segmentation Networks

作者單位：洛桑聯邦理工學院, ClearSpace論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/3995_ECCV_2020_paper.php代碼：https://github.com/krishnakanthnakka/Indirectlocalattacks/

Segmentations-Leak: Membership Inference Attacks and Defenses in Semantic Image Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/4364_ECCV_2020_paper.php代碼：https://github.com/SSAW14/segmentation_membership_inferenceRGB-D 語義分割

Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/1399_ECCV_2020_paper.php

代碼：https://github.com/charlesCXK/RGBD_Semantic_Segmentation_PyTorch

其他

Synthesize then Compare: Detecting Failures and Anomalies for Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/612_ECCV_2020_paper.php

GMNet: Graph Matching Network for Large Scale Part Semantic Segmentation in the Wild

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/598_ECCV_2020_paper.php

代碼：https://github.com/LTTM/GMNet

Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/1097_ECCV_2020_paper.php

SideInfNet: A Deep Neural Network for Semi-Automatic Semantic Segmentation with Side Information

作者單位：新加坡科技設計大學, 迪肯大學, 香港科技大學

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/4524_ECCV_2020_paper.php

Attend and Segment: Attention Guided Active Semantic Segmentation

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/4997_ECCV_2020_paper.php

SegFix: Model-Agnostic Boundary Refinement for Segmentation

作者單位：中科院, 國科大, 中科大, 微軟亞洲研究院論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/1633_ECCV_2020_paper.php代碼：https://github.com/openseg-group/openseg.pytorch

Efficient Semantic Video Segmentation with Per-frame Inference

論文：https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/1094_ECCV_2020_paper.php