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CoMatch: Semi-supervised Learning with Contrastive Graph Regularization
Semi-supervised learning has been an effective paradigm for leveraging u...
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MoPro: Webly Supervised Learning with Momentum Prototypes
We propose a webly-supervised representation learning method that does n...
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The Devil is in Classification: A Simple Framework for Long-tail Instance Segmentation
Most existing object instance detection and segmentation models only wor...
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Prototypical Contrastive Learning of Unsupervised Representations
This paper presents Prototypical Contrastive Learning (PCL), an unsuperv...
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Improving out-of-distribution generalization via multi-task self-supervised pretraining
Self-supervised feature representations have been shown to be useful for...
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Towards Noise-resistant Object Detection with Noisy Annotations
Training deep object detectors requires significant amount of human-anno...
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DivideMix: Learning with Noisy Labels as Semi-supervised Learning
Deep neural networks are known to be annotation-hungry. Numerous efforts...
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Weakly-Supervised Multi-Person Action Recognition in 360^∘ Videos
The recent development of commodity 360^∘ cameras have enabled a single ...
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GradMix: Multi-source Transfer across Domains and Tasks
The computer vision community is witnessing an unprecedented rate of new...
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Classification Calibration for Long-tail Instance Segmentation
Remarkable progress has been made in object instance detection and segme...
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Visual Social Relationship Recognition
Social relationships form the basis of social structure of humans. Devel...
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Learning to Learn from Noisy Labeled Data
Despite the success of deep neural networks (DNNs) in image classificati...
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Unsupervised Learning of View-invariant Action Representations
The recent success in human action recognition with deep learning method...
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Interact as You Intend: Intention-Driven Human-Object Interaction Detection
The recent advances in instance-level detection tasks lay strong foundat...
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Video Storytelling
Bridging vision and natural language is a longstanding goal in computer ...
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Attention Transfer from Web Images for Video Recognition
Training deep learning based video classifiers for action recognition re...
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Dual-Glance Model for Deciphering Social Relationships
Since the beginning of early civilizations, social relationships derived...
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