CVPR 2020 & AAAI 2020元学习（Meta-learning）及小样本学习（Few-shot learning)等方向上接收论文总结

CVPR 2020

官网链接：http://cvpr2020.thecvf.com/
时间：Seattle, Washington，2020年6月14日-6月19日

1. Meta-Transfer Learning for Zero-Shot Super-Resolution

• 论文：https://arxiv.org/abs/2002.12213

2. Improved Few-Shot Visual Classification

• 论文：https://arxiv.org/pdf/1912.03432.pdf

3. Instance Credibility Inference for Few-Shot Learning

• 论文：https://arxiv.org/abs/2003.11853
• 代码：https://github.com/Yikai-Wang/ICI-FSL

4. Tracking by Instance Detection: A Meta-Learning Approach(oral)

• 论文：https://arxiv.org/abs/2004.00830

5. Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector

• 论文：https://arxiv.org/abs/1908.01998

6. Rethinking Zero-shot Video Classification: End-to-end Training for Realistic Applications

• 论文：https://arxiv.org/abs/2003.01455
• 代码：https://github.com/bbrattoli/ZeroShotVideoClassification

7. DPGN: Distribution Propagation Graph Network for Few-shot Learning

• 论文：https://arxiv.org/abs/2003.14247

8. Few-Shot Class-Incremental Learning（oral）

• 论文：https://arxiv.org/abs/2004.10956
• 解读：https://zhuanlan.zhihu.com/p/136823964

9. Boosting Few-Shot Learning With Adaptive Margin Loss

• 论文主页：https://www.weiranhuang.com/publications/traml2020.html

AAAI 2020

第 34 届AAAI 2020 在 2 月 7 日-2 月 12 日于美国纽约举办。

1. Meta-Learning PAC-Bayes Priors in Model Averaging

• 论文：https://arxiv.org/pdf/1912.11252

2. Real-Time Object Tracking via Meta-Learning: Efficient Model Adaptation and One-Shot Channel Pruning

• 论文：https://arxiv.org/pdf/1911.11170

3. Diversity Transfer Network for Few-Shot Learning

• 论文：https://arxiv.org/pdf/1912.13182

4. Knowledge Graph Transfer Network for Few-Shot Recognition (oral)

• 论文：https://arxiv.org/pdf/1911.09579

5. Few Shot Network Compression via Cross Distillation

• 论文：https://arxiv.org/pdf/1911.09450

6. MarioNETte: Few-shot Face Reenactment Preserving Identity of Unseen Targets

• 论文：https://arxiv.org/pdf/1911.08139

7. Graph Few-shot Learning via Knowledge Transfer

• 论文：https://arxiv.org/pdf/1910.03053

8. Few-Shot Bayesian Imitation Learning with Logical Program Policies

• 论文：https://arxiv.org/pdf/1904.06317

9. Fine-Tuning BERT for Schema-Guided Zero-Shot Dialogue State Tracking

• 论文：https://arxiv.org/pdf/2002.00181
• 描述：NLP

10. GTNet: Generative Transfer Network for Zero-Shot Object Detection

• 论文：https://arxiv.org/pdf/1911.08139

11. Cross-lingual Pre-training Based Transfer for Zero-shot Neural Machine Translation (oral)

• 论文：https://arxiv.org/pdf/1912.01214

12. Attention-Informed Mixed-Language Training for Zero-shot Cross-lingual Task-oriented Dialogue Systems

• 论文：https://arxiv.org/pdf/1911.09273

13. Zero Shot Learning with the Isoperimetric Loss

• 论文：https://arxiv.org/pdf/1903.06781

14. Harnessing GANs for Zero-shot Learning of New Classes in Visual Speech Recognition

• 论文：https://arxiv.org/pdf/1901.10139

其他值得关注的论文

1. A New Meta-Baseline for Few-Shot Learning

• 论文：https://arxiv.org/abs/2003.04390

参考资料

1. https://github.com/amusi/CVPR2020-Code
2. https://github.com/extreme-assistant/CVPR2020-Paper-Code-Interpretation/blob/master/CVPR2020.md
3. https://zhuanlan.zhihu.com/p/109397805
4. https://zhuanlan.zhihu.com/p/109969655
5. https://zhuanlan.zhihu.com/p/109669880