The Self-Optimal-Transport Feature Transform Apr 6, 2022 Few-Shot Image Classification Large-Scale Person Re-Identification
Code Code Available 1HyperShot: Few-Shot Learning by Kernel HyperNetworks Mar 21, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 1Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute Few-Shot Image Classification
Code Code Available 1Worst Case Matters for Few-Shot Recognition Mar 13, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 1EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Jan 24, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 1HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning Jan 11, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 1Debiased Learning from Naturally Imbalanced Pseudo-Labels Jan 5, 2022 counterfactual Counterfactual Reasoning
Code Code Available 1Transformers Can Do Bayesian Inference Dec 20, 2021 AutoML Bayesian Inference
Code Code Available 1On sensitivity of meta-learning to support data Oct 26, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 1Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning Oct 18, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 1On the Importance of Firth Bias Reduction in Few-Shot Classification Oct 6, 2021 Classification Few-Shot Image Classification
Code Code Available 1Sparse Spatial Transformers for Few-Shot Learning Sep 27, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 1Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available 1Relational Embedding for Few-Shot Classification Aug 22, 2021 Classification Few-Shot Image Classification
Code Code Available 1Prototype Completion for Few-Shot Learning Aug 11, 2021 Attribute Few-Shot Image Classification
Code Code Available 1Rectifying the Shortcut Learning of Background for Few-Shot Learning Jul 16, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 1Memory Efficient Meta-Learning with Large Images Jul 2, 2021 Few-Shot Image Classification GPU
Code Code Available 1Cross-domain Few-shot Learning with Task-specific Adapters Jul 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 1SITTA: Single Image Texture Translation for Data Augmentation Jun 25, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available 1Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification Jun 22, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 1Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation Jun 16, 2021 Few-Shot Image Classification image-classification
Code Code Available 1Scaling Vision with Sparse Mixture of Experts Jun 10, 2021 Few-Shot Image Classification Image Classification
Code Code Available 1Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available 1Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available 1PanGu-α: Large-scale Autoregressive Pretrained Chinese Language Models with Auto-parallel Computation Apr 26, 2021 Cloze (multi-choices) (Few-Shot) Cloze (multi-choices) (One-Shot)
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