Looking beyond single images for contrastive semantic segmentation learning

Looking beyond single images for contrastive semantic segmentation learning

We present an approach to contrastive representation learning for semantic segmentation. Our approach leverages the representational power of existing feature extractors to find corresponding regions across images. These cross-image correspondences are used as auxiliary labels to guide the pixel-lev...

Detaylı Bibliyografya
Asıl Yazarlar:	Zhang, F, Torr, P, Ranftl, R, Richter, S
Materyal Türü:	Conference item
Dil:	English
Baskı/Yayın Bilgisi:	Neural Information Processing Systems Foundation 2021

Benzer Materyaller

Open vocabulary semantic segmentation with Patch Aligned Contrastive Learning
Yazar:: Mukhoti, J, ve diğerleri
Baskı/Yayın Bilgisi: (2023)

Scalable cascade inference for semantic image segmentation
Yazar:: Sturgess, P, ve diğerleri
Baskı/Yayın Bilgisi: (2012)

Dense semantic image segmentation with objects and attributes
Yazar:: Zheng, S, ve diğerleri
Baskı/Yayın Bilgisi: (2014)

Pyramid Context Contrast for Semantic Segmentation
Yazar:: Yuzhong Chen, ve diğerleri
Baskı/Yayın Bilgisi: (2019-01-01)

Highly Contrast Image Correction for Dim Boundary Separation of Image Semantic Segmentation
Yazar:: Jinyeob Choi, ve diğerleri
Baskı/Yayın Bilgisi: (2021-01-01)

Feature Pyramid U-Net with Attention for Semantic Segmentation of Forward-Looking Sonar Images
Yazar:: Dongdong Zhao, ve diğerleri
Baskı/Yayın Bilgisi: (2022-11-01)

Reliability in semantic segmentation: are we on the right track?
Yazar:: De Jorge, P, ve diğerleri
Baskı/Yayın Bilgisi: (2023)

On the robustness of semantic segmentation models to adversarial attacks
Yazar:: Arnab, A, ve diğerleri
Baskı/Yayın Bilgisi: (2018)

Semantics-aware dynamic localization and refinement for referring image segmentation
Yazar:: Yang, Z, ve diğerleri
Baskı/Yayın Bilgisi: (2023)

Deep FusionNet for point cloud semantic segmentation
Yazar:: Zhang, F, ve diğerleri
Baskı/Yayın Bilgisi: (2020)

Distilling base-and-meta network with contrastive learning for few-shot semantic segmentation
Yazar:: Xinyue Chen, ve diğerleri
Baskı/Yayın Bilgisi: (2023-11-01)

Robust Multi-modal Remote Sensing Image Semantic Segmentation Using Tuple Perturbation-based Contrastive Learning
Yazar:: J. Dai, ve diğerleri
Baskı/Yayın Bilgisi: (2024-11-01)

On the robustness of semantic segmentation models to adversarial attacks
Yazar:: Arnab, A, ve diğerleri
Baskı/Yayın Bilgisi: (2019)

Dual graph convolutional network for semantic segmentation
Yazar:: Zhang, L, ve diğerleri
Baskı/Yayın Bilgisi: (2019)

SemanticPaint: interactive segmentation and learning of 3D world
Yazar:: Valentin, J, ve diğerleri
Baskı/Yayın Bilgisi: (2015)

Semantic image segmentation
Yazar:: Manikkath, Bharat
Baskı/Yayın Bilgisi: (2024)

Semantic image segmentation
Yazar:: Melia, Selvira Junita
Baskı/Yayın Bilgisi: (2023)

RiSSNet: Contrastive Learning Network with a Relaxed Identity Sampling Strategy for Remote Sensing Image Semantic Segmentation
Yazar:: Haifeng Li, ve diğerleri
Baskı/Yayın Bilgisi: (2023-07-01)

Contrastive learning-based knowledge distillation for RGB-thermal urban scene semantic segmentation
Yazar:: Guo, Xiaodong, ve diğerleri
Baskı/Yayın Bilgisi: (2024)

Large-scale unsupervised semantic segmentation
Yazar:: Gao, S, ve diğerleri
Baskı/Yayın Bilgisi: (2022)

HOW FAR SHOULD I LOOK? A NEURAL ARCHITECTURE SEARCH STRATEGY FOR SEMANTIC SEGMENTATION OF REMOTE SENSING IMAGES
Yazar:: M. C. M. de Paulo, ve diğerleri
Baskı/Yayın Bilgisi: (2022-05-01)

Finding the semantic similarity in single-particle diffraction images using self-supervised contrastive projection learning
Yazar:: Julian Zimmermann, ve diğerleri
Baskı/Yayın Bilgisi: (2023-02-01)

Birds eye view look-up table estimation with semantic segmentation
Yazar:: Lee, Dongkyu, ve diğerleri
Baskı/Yayın Bilgisi: (2022)

Birds Eye View Look-Up Table Estimation with Semantic Segmentation
Yazar:: Dongkyu Lee, ve diğerleri
Baskı/Yayın Bilgisi: (2021-08-01)

Active Reinforcement Learning for the Semantic Segmentation of Urban Images
Yazar:: Mahya Jodeiri Rad, ve diğerleri
Baskı/Yayın Bilgisi: (2024-12-01)

MEDICAL IMAGE ANALYSIS WITH SEMANTIC SEGMENTATION AND ACTIVE LEARNING
Yazar:: Charles Isah SAIDU, ve diğerleri
Baskı/Yayın Bilgisi: (2019-06-01)

Pseudolabel guided pixels contrast for domain adaptive semantic segmentation
Yazar:: Jianzi Xiang, ve diğerleri
Baskı/Yayın Bilgisi: (2024-12-01)

DEEP LEARNING FOR SEMANTIC SEGMENTATION OF CORAL IMAGES IN UNDERWATER PHOTOGRAMMETRY
Yazar:: H. Zhang, ve diğerleri
Baskı/Yayın Bilgisi: (2022-05-01)

Learning Ordinality in Semantic Segmentation
Yazar:: Ricardo P. M. Cruz, ve diğerleri
Baskı/Yayın Bilgisi: (2025-01-01)

Applying self-supervised learning for semantic cloud segmentation of all-sky images
Yazar:: Y. Fabel, ve diğerleri
Baskı/Yayın Bilgisi: (2022-02-01)

Finding a model for contrastive lexical semantics: A look at verbal communication verbs
Yazar:: Åke Viberg
Baskı/Yayın Bilgisi: (2017-12-01)

SEMANTIC SEGMENTATION OF BUILDING IN AIRBORNE IMAGES
Yazar:: S. Huang, ve diğerleri
Baskı/Yayın Bilgisi: (2019-06-01)

Semantic image segmentation and cosegmentation
Yazar:: Zhu, Hongyuan
Baskı/Yayın Bilgisi: (2015)

Semantic image segmentation and evaluation
Yazar:: Li, Hui
Baskı/Yayın Bilgisi: (2015)

Discovering class-specific pixels for weakly-supervised semantic segmentation
Yazar:: Chaudhry, A, ve diğerleri
Baskı/Yayın Bilgisi: (2017)

Automating an Encoder–Decoder Incorporated Ensemble Model: Semantic Segmentation Workflow on Low-Contrast Underwater Images
Yazar:: Jale Bektaş
Baskı/Yayın Bilgisi: (2024-12-01)

Development of Coral Investigation System Based on Semantic Segmentation of Single-Channel Images
Yazar:: Hong Song, ve diğerleri
Baskı/Yayın Bilgisi: (2021-03-01)

SemanticPaint: interactive segmentation and learning of 3D worlds
Yazar:: Golodetz, S, ve diğerleri
Baskı/Yayın Bilgisi: (2015)

Multi-Task Learning of Relative Height Estimation and Semantic Segmentation from Single Airborne RGB Images
Yazar:: Min Lu, ve diğerleri
Baskı/Yayın Bilgisi: (2022-07-01)

A survey of image semantic segmentation algorithms based on deep learning
Yazar:: Wang Yu, ve diğerleri
Baskı/Yayın Bilgisi: (2019-06-01)