Wufei Ma

Blog Posts

	Articulated Signed Distance Functions (A-SDF) Mar, 2022 Paper reading notes for A-SDF: Learning Disentangled Signed Distance Functions for Articulated Shape Representation.
	Neuro-Symbolic Concept Learner (NSCL) Mar, 2022 Paper reading notes for The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences from Natural Supervision.
	FiLM: Visual Reasoning with a General Conditioning Layer Mar, 2022 Paper reading notes for FiLM: Visual Reasoning with a General Conditioning Layer.
	RePOSE Feb, 2022 Paper reading notes for RePOSE: Fast 6D Object Pose Refinement via Deep Texture Rendering.
	[Review] Generative Adversarial Networks Jan, 2022 A review on generative adversarial networks.
	DeepCluster Jan, 2022 Paper reading notes for Deep Clustering for Unsupervised Learning of Visual Features.
	A Unifying Review of Linear Gaussian Models Jan, 2022 Paper reading notes for A Unifying Review of Linear Gaussian Models.
	Amodal Instance Segmentation with KINS Dataset Jan, 2022 Paper reading notes for Amodal Instance Segmentation with KINS Dataset.
	data2vec Jan, 2022 Paper reading notes for data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language.
	Normalized Object Coordinate Space (NOCS) Jan, 2022 Paper reading notes for Normalized Object Coordinate Space for Category-Level 6D Object Pose and Size Estimation.
	Born-Again Neural Networks Jan, 2022 Paper reading notes for Born-Again Neural Networks.
	Deep Mutual Learning Jan, 2022 Paper reading notes for Deep Mutual Learning.
	Distilling the Knowledge in a Neural Network Dec, 2021 Paper reading notes for Distilling the Knowledge in a Neural Network.
	VOLO Dec, 2021 Paper reading notes for VOLO: Vision Outlooker for Visual Recognition.
	MaskFeat Dec, 2021 Paper reading notes for Masked Feature Prediction for Self-Supervised Visual Pre-Training.
	pixelNeRF Dec, 2021 Paper reading notes for pixelNeRF: Neural Radiance Fields from One or Few Images.
	Instance- and Category-level 6D Object Pose Estimation Dec, 2021 Paper reading notes for Instance- and Category-level 6D Object Pose Estimation.
	Masked Autoencoders (MAE) Nov, 2021 Paper reading notes for Masked Autoencoders Are Scalable Vision Learners.
	Momentum Contrast (MoCo) for Unsupervised Representation Learning Nov, 2021 Paper reading notes for Momentum Contrast for Unsupervised Visual Representation Learning.
	Perceptual GAN Nov, 2021 Paper reading notes for Perceptual generative adversarial networks for small object detection.
	3D View Synthesis Jul, 2021 3D novel view synthesis with radiance fields.
	Neural Radiance Field (NeRF) Jul, 2021 Paper reading notes for NeRF: Representing scenes as neural radiance fields for view synthesis.
	Unsupervised Learning Jul, 2021 Learning unsupervised learning without supervision.
	Deep Ensembles May, 2021 Deep ensembles have shown to be a promising approach for improving accuracy. We will start by reviewing the theoretical background of deep ensembles, as well as some early attempts in the 1990s. Then we will introduce some recent works on the ensemble of deep neural networks.
	Learned Image Compression Mar, 2021 Recent machine learning methods for lossy image compression have generated significant interest in both the machine learning and image processing communities. This post reviews some fundamental works on learning-based lossy image compression.