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2019/07/16 arxiv Towards Understanding Generalization in Gradient-Based Meta-Learning
- TODO
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2019/04/09 CVPR-19 Meta-Transfer Learning for Few-Shot Learning code
- Learns to adapt a deep NN for few shot learning tasks.
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2020/03/25 CVPR-20 iTAML: An Incremental Task-Agnostic Meta-learning Approach
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2019/02/22 ICML-19 Online Meta-Learning [code]
- TODO
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2020/06/29 arxiv Graph Optimal Transport for Cross-Domain Alignment
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2020/07/09 NIPS-19 workshop InfoMax-GAN: Improved Adversarial Image Generation via Information Maximization and Contrastive Learning
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2020/06/30 arxiv A survey of loss functions for semantic segmentation
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2020/06/30 arxiv PriorGAN: Real Data Prior for Generative Adversarial Nets
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2020/03/30 CVPR-20 Semi-supervised Learning for Few-shot Image-to-Image Translation
- semisupervised img-2-img translation
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2020/06/24 arxiv Insights from the Future for Continual Learning
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2020/04/16 ACM MM Cycle In Cycle Generative Adversarial Networks for Keypoint-Guided Image Generation
- TODO
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2020/03/27 ICCV-19 Deep CG2Real: Synthetic-to-Real Translation via Image Disentanglement
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2019/08/07 arxiv I Bet You Are Wrong: Gambling Adversarial Networks for Structured Semantic Segmentation
- TODO GAN, Semantic Segmentation
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2019/08/09 arxiv Enforcing Perceptual Consistency on Generative Adversarial Networks by Using the Normalised Laplacian Pyramid Distance
- TODO GAN, Perceptual Consistency, Normalised Laplacian Pyramid Distance
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2018/11/26 Geometry-Consistent Generative Adversarial Networks for One-Sided Unsupervised Domain Mapping code
- GcGAN; GAN
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2020/07/11 arxiv Coarse-to-Fine Pseudo-Labeling Guided Meta-Learning for Few-Shot Classification
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2020/04/17 arxiv Meta-Meta-Classification for One-Shot Learning
- TODO; One-Shot Learning
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2020/04/10 CVPR-20 workshop MA 3 : Model Agnostic Adversarial Augmentation for Few Shot learning
- TODO
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2020/04/01 arxiv Self-Augmentation: Generalizing Deep Networks to Unseen Classes for Few-Shot Learning
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2020/03/31 arxiv Learning Cross-domain Semantic-Visual Relation for Transductive Zero-Shot Learning
- DA + Zero-Shot
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2020/03/31 CVPR-20 FGN: Fully Guided Network for Few-Shot Instance Segmentation
- Few-Shot Instance Segmentation
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2020/03/30 CVPR-20 Domain-aware Visual Bias Eliminating for Generalized Zero-Shot Learning
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2019/08/18 ICCV-2019 PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment code
- Few-shot
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2019/07/19 arxiv Dual Adversarial Semantics-Consistent Network for Generalized Zero-Shot Learning [code]
- zero-shot
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2020/04/09 arxiv MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task Learning
- TOD; Multi-task
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2020/03/31 CVPR-20 Oral MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning
- NAS;Multi-task
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2020/07/11 NN Relation-Guided Representation Learning
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2020/04/16 arxiv A Cyclically-Trained Adversarial Network for Invariant Representation Learning
- TODO
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2020/04/13 arxiv Efficient Deep Representation Learning by Adaptive Latent Space Sampling
- TODO
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2020/03/29 CVPR-20 Oral Towards Backward-Compatible Representation Learning
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2020/03/28 arxiv Learning Invariant Representation for Unsupervised Image Restoration
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2020/07/13 ECCV-20 Multiple Expert Brainstorming for Domain Adaptive Person Re-identification
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2020/07/12 arxiv Pose-aware Adversarial Domain Adaptation for Personalized Facial Expression Recognition
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2020/07/08 ECCV-20 SegFix: Model-Agnostic Boundary Refinement for Segmentation
- model-agnostic post-processing scheme, improve boundary quality
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2020/07/08 arxiv Consistency Regularization with Generative Adversarial Networks for Semi-Supervised Image Classification
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2020/07/07 arxiv README: REpresentation learning by fairness-Aware Disentangling MEthod
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2020/07/06 MICCAI-20 Dynamic memory to alleviate catastrophic forgetting in continuous learning settings
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2020/07/06 arxiv Metric-Guided Prototype Learning
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2020/07/05 arxiv Meta-Semi: A Meta-learning Approach for Semi-supervised Learning
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⭐ 2020/07/03 ECCV-20 Oral Mining Cross-Image Semantics for Weakly Supervised Semantic Segmentation
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2020/07/09 arxiv Improving Style-Content Disentanglement in Image-to-Image Translation
- style-content disentanglement img-2-img translation
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2020/07/09 arxiv Patient-Specific Domain Adaptation for Fast Optical Flow Based on Teacher-Student Knowledge Transfer
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2020/07/10 ECCV-20 Improving Adversarial Robustness by Enforcing Local and Global Compactness
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2020/07/09 arxiv DCANet: Learning Connected Attentions for Convolutional Neural Networks
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2020/04/25 CVPR-20 WorkShop StRDAN: Synthetic-to-Real Domain Adaptation Network for Vehicle Re-Identification
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⭐ 2020/04/24 arxiv Extending and Analyzing Self-Supervised Learning Across Domains
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⭐ 2020/04/22 ICLR-20 Workshop Deeply Uncertain: Comparing Methods of Uncertainty Quantification in Deep Learning Algorithms
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2020/04/19 arxiv ResNeSt: Split-Attention Networks
- TODO;
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2020/04/19 CVPR-20 AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification
- TODO; clustring; DA for RE-ID
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2020/04/17 AAAI 2020 Generative Adversarial Networks for Video-to-Video Domain Adaptation
- TODO; DA for Video
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2020/04/17 IJCNN-20 Triplet Loss for Knowledge Distillation
- TODO; Triplet Loss;
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2020/04/15 arxiv Defining Benchmarks for Continual Few-Shot Learning
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2020/03/31 CVPR-20 Oral BANet: Bidirectional Aggregation Network with Occlusion Handling for Panoptic Segmentation
- Panaoptic Segmentation
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2020/03/27 arxiv Dynamic Region-Aware Convolution
- important
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2019/11/26 NIPS-19 Self-Supervised Generalisation with Meta Auxiliary Learning
- TODO
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2019/07/22 arxiv Domain-Specific Priors and Meta Learning for Low-shot First-Person Action Recognition [code]
- TODO
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2018/04/27 ICLR-18 mixup: Beyond Empirical Risk Minimization [code]
- MixUp