Binhui Xie | DeepAI

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∙ 03/26/2023

VisDA 2022 Challenge: Domain Adaptation for Industrial Waste Sorting

Label-efficient and reliable semantic segmentation is essential for many...

0 Dina Bashkirova, et al. ∙

∙ 03/24/2023

Robust Test-Time Adaptation in Dynamic Scenarios

Test-time adaptation (TTA) intends to adapt the pretrained model to test...

4 Longhui Yuan, et al. ∙

∙ 11/22/2022

VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions

Generalizing models trained on normal visual conditions to target domain...

1 Mingjia Li, et al. ∙

∙ 11/14/2022

EVA: Exploring the Limits of Masked Visual Representation Learning at Scale

We launch EVA, a vision-centric foundation model to explore the limits o...

0 Yuxin Fang, et al. ∙

∙ 04/19/2022

SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation

Domain adaptive semantic segmentation attempts to make satisfactory dens...

8 Binhui Xie, et al. ∙

∙ 12/02/2021

Active Learning for Domain Adaptation: An Energy-based Approach

Unsupervised domain adaptation has recently emerged as an effective para...

6 Binhui Xie, et al. ∙

∙ 11/25/2021

Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation

Self-training has greatly facilitated domain adaptive semantic segmentat...

1 Binhui Xie, et al. ∙

∙ 11/24/2021

SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning

Although there is significant progress in supervised semantic segmentati...

1 Binhui Xie, et al. ∙

∙ 05/11/2021

Semantic Distribution-aware Contrastive Adaptation for Semantic Segmentation

Domain adaptive semantic segmentation refers to making predictions on a ...

10 Shuang Li, et al. ∙

∙ 03/23/2021

Generalized Domain Conditioned Adaptation Network

Domain Adaptation (DA) attempts to transfer knowledge learned in the lab...

2 Shuang Li, et al. ∙

∙ 12/13/2020

Bi-Classifier Determinacy Maximization for Unsupervised Domain Adaptation

Unsupervised domain adaptation challenges the problem of transferring kn...

6 Shuang Li, et al. ∙

∙ 08/04/2020

Simultaneous Semantic Alignment Network for Heterogeneous Domain Adaptation

Heterogeneous domain adaptation (HDA) transfers knowledge across source ...

0 Shuang Li, et al. ∙

∙ 05/14/2020

Domain Conditioned Adaptation Network

Tremendous research efforts have been made to thrive deep domain adaptat...

2 Shuang Li, et al. ∙

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