2022 CAU Computer Vision Lecture
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)