Target-oriented Few-shot Transferring via Measuring Task Similarity
Abstract
References
Index Terms
- Target-oriented Few-shot Transferring via Measuring Task Similarity
Recommendations
Few-shot learning with unsupervised part discovery and part-aligned similarity
Highlights- We propose a novel unsupervised Part Discovery Network, which can learn discriminative and transferable part representations from unlabeled images for few-shot learning.
- We propose Part-Aligned Similarity, which measures image ...
AbstractFew-shot learning aims to recognize novel concepts with only a few examples. To this end, previous studies resort to acquiring a strong inductive bias via meta-learning on a group of similar tasks, which however needs a large labeled base dataset ...
A survey on machine learning from few samples
Highlights- Cover all FSL papers from the 2000s to now, elaborate its evolution history.
- ...
AbstractThe capability of learning and generalizing from very few samples successfully is a noticeable demarcation separating artificial intelligence and human intelligence. Despite the long history dated back to the early 2000s and the ...
Leveraging enhanced task embeddings for generalization in multimodal meta-learning
AbstractIn multimodal meta-learning, previous works modulate the meta-learned network to adapt to tasks, based on task embeddings extracted by an task encoder. However, it is ignored that similarity exists in the tasks from the same mode, and the ...
Comments
Information & Contributors
Information
Published In
- General Chairs:
- Ingo Frommholz,
- Frank Hopfgartner,
- Mark Lee,
- Michael Oakes,
- Program Chairs:
- Mounia Lalmas,
- Min Zhang,
- Rodrygo Santos
Sponsors
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Check for updates
Author Tags
Qualifiers
- Short-paper
Funding Sources
Conference
Acceptance Rates
Upcoming Conference
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 108Total Downloads
- Downloads (Last 12 months)62
- Downloads (Last 6 weeks)2
Other Metrics
Citations
View Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in