2022_1_ComputerVision

2022 CAU Computer Vision Lecture

Paper List

3/16

Densely connected convolutional networks(Huang et al. CVPR 2017)
Designing Network Design Spaces(Radosavovic et al. CVPR 2020)
Exploring Randomly Wired Neural Networks for Image Recognition(Xie et al. ICCV 2019)

3/23

Decoupled Weight Decay Regularization(Loshchilov et al. ICLR 2019)
On Empirical Comparisons of Optimizers for Deep Learning (Choi et al. Arxiv 2019)
Momentum Contrast for Unsupervised Visual Representation Learning (He et al. 2019)
Exploring Simple Siamese Representation Learning (Chen et al. CVPR 2021)
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments (Caron et al. Arxiv 2020)

3/30

Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks (Finn et al. ICML 2017)
Rethinking Few-Shot Image Classification: A Good Embedding Is All You Need? (Tian et al. ECCV 2020)
An Unbiased Look at Dataset Bias (Torralba and Efros CVPR 2011)
Do ImageNet Classifiers Generalize to ImageNet? (Recht et al. ICML 2019)

4/6

MaskRCNN (He et al. ICCV 2017)
PointRend: Image Segmentation as Rendering (Kirillov et al. CVPR 2020)
Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification (Buolamwini and Gebru FAT 2018)
Dissecting racial bias in an algorithm used to manage the health of populations (Obermeyer et al. Science 2019)

~ 이전꺼 업로드 할 예정

5/11

NeRF (Mildenhall et al. ECCV 2020)
Differentiable Volumetric Rendering: Learning Implicit 3D Representations without 3D Supervision (Niemeyer et al. CVPR 2020)
Speech2Action: Cross-modal Supervision for Action Recognition (Nagrani et al. CVPR 2020)
Less is More: CLIPBERT for Video-andLanguage Learning via Sparse Sampling (Lei et al. CVPR 2021)
[발표 x]SPSG: Self-Supervised Photometric Scene Generation from RGB-D Scans (Dai et al. CVPR 2021)
[발표 x]End-to-End Learning of Visual Representations from Uncurated Instructional Videos (Miech et al. CVPR 2020)

5/18

Neural Topological SLAM for Visual Navigation(Chaplot et al. CVPR 2020)
SoundSpaces: Audio-Visual Navigation in 3D Environments (Chen et al. ECCV 2020)
Semantic Visual Navigation by Watching Youtube Videos (Chang et al. NeurIPS 2020)
VisualCOMET: Reasoning about the Dynamic Context of a Still Image (Park et al. ECCV 2020)
[발표 x]Time-Agnostic Prediction: Predicting Predictable Video Frames (Jayaraman et al. ICLR 2019)