research-papers

List of papers to read or already read

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TO READ

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General

• Kervolutional Neural Networks, CVPR 2019 pdf arxiv

Flood

• MC-LSTM: Mass-conserving LSTM, Not accepted, ICLR 2021. pdf arxiv

Physics Informed

• VortexNet: Learning Complex Dynamic Systems with Physics-Embedded Networks, ICLR 2021. pdf
• Combining Physics and Machine Learning for Network Flow Estimation, ICLR 2021. pdf
• Physics-aware, probabilistic model order reduction with guaranteed stability, ICLR 2021. pdf
• Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting, ICLR 2021. pdf

Clustering

• MiCE: Mixture of Contrastive Experts for Unsupervised Image Clustering, ICLR 2021. pdf

Bayesian Deep Learning

• Getting a CLUE: A Method for Explaining Uncertainty Estimates, ICLR 2021. pdf
• Probabilistic Numeric Convolutional Neural Networks, ICLR 2021. pdf
• Estimating and Evaluating Regression Predictive Uncertainty in Deep Object Detectors, ICLR 2021. pdf
• Hands-on Bayesian Neural Networks - a Tutorial for Deep Learning Users. pdf

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READ

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General

• Exploring Randomly Wired Neural Networks for Image Recognition, ICCV 2019 pdf arxiv
  • For Reading Group
• Can Spatiotemporal 3D CNNs Retrace the History of 2D CNNs and ImageNet?, CVPR 2018 pdf arxiv
  • For DL Project
• Learning Spatio-Temporal Features with 3D Residual Networks for Action Recognition, ICCV 2017 pdf arxiv
  • For DL Project

Flood

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Learning to Rank

• Using Ranking-CNN for Age Estimation, CVPR 2017 pdf
• Who's Better? Who's Best? Pairwise Deep Ranking for Skill Determination, CVPR 2018 pdf arxiv
• Deep Cost-Sensitive and Order-Preserving Feature Learning for Cross-Population Age Estimation, CVPR 2018 pdf arxiv

Clustering

• Learning to Cluster Faces on an Affinity Graph, CVPR 2019 pdf arxiv summary
• Deep Clustering for Unsupervised Learning of Visual Features, ECCV 2019 pdf arxiv

Bayesian Deep Learning

• Global canopy height estimation with GEDI LIDAR waveforms and Bayesian deep learning. pdf
• What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?. pdf
• Uncertainty Estimation Using a Single Deep Deterministic Neural Network. pdf