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Found 7 papers, 4 papers with code
OurDB: Ouroboric Domain Bridging for Multi-Target Domain Adaptive Semantic Segmentation
This framework dynamically cycles through multiple target domains, aligning each domain individually to restrain the biased alignment problem, and utilizes Fisher information to minimize the forgetting of knowledge from previous target domains.
Semantic Prompting with Image-Token for Continual Learning
Continual learning aims to refine model parameters for new tasks while retaining knowledge from previous tasks.
D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object Detection
However, there are limited studies on adapting from the visible to the thermal domain, because the domain gap between the visible and thermal domains is much larger than expected, and traditional domain adaptation can not successfully facilitate learning in this situation.
SRIL: Selective Regularization for Class-Incremental Learning
We also propose a method to selectively interpolate the weight of the previous model for a balance between stability and plasticity, and we adjust whether to transfer through model confidence to ensure the performance of the previous class and enable exploratory learning.
Contrastive Vicinal Space for Unsupervised Domain Adaptation
In the contrastive space, inter-domain discrepancy is mitigated by constraining instances to have contrastive views and labels, and the consensus space reduces the confusion between intra-domain categories.
Ranked #1 on
Unsupervised Domain Adaptation
on PACS
FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation
However, most of the studies were based on direct adaptation from the source domain to the target domain and have suffered from large domain discrepancies.
Ranked #6 on
Domain Adaptation
on Office-31
Densely Guided Knowledge Distillation using Multiple Teacher Assistants
Specifically, when teaching a smaller teacher assistant at the next step, the existing larger teacher assistants from the previous step are used as well as the teacher network.
