下面是我个人整理的CVPR2014中关于Deep Learning的文章列表，可能有所遗漏，欢迎大家批评补充。
- DeepPose: Human Pose Estimation via Deep Neural Networks
- PANDA: Pose Aligned Networks for Deep Attribute Modeling
- DeepFace: Closing the Gap to Human-Level Performance in Face Verification
- Deeply-Learned Slow Feature Analysis for Action Recognition
- Discriminative Deep Metric Learning for Face Verification in the Wild
- Deep Fisher Kernels – End to End Learning of the Fisher Kernel GMM Parameters
- Learning Fine-grained Image Similarity with Deep Ranking
- Multi-source Deep Learning for Human Pose Estimation
- Facial Expression Recognition via a Boosted Deep Belief Network
- Switchable Deep Network for Pedestrian Detection
- Deep Learning Hidden Identity Features for Face Verification
- Fully Automated Non-rigid Segmentation with Distance Regularized Level Set Evolution Initialized and Constrained by Deep-structured Inference
- Non-rigid Segmentation using Sparse Low Dimensional Manifolds and Deep Belief Networks
- Scalable Object Detection using Deep Neural Networks
- Learning and Transferring Mid-Level Image Representations using Convolutional Neural Networks
- Convolutional Neural Networks for No-Reference Image Quality Assessment
- Large-scale Video Classification with Convolutional Neural Networks
- Tissue Classification via Multispectral Convolutional Sparse Coding
- Filter Forests for Learning Data-Dependent Convolutional Kernels
- Neural Decision Forests for Semantic Image Labelling
- Filter Pairing Neural Network for Person Re-identification
From Stochastic Grammar to Bayes Network: Probabilistic Parsing
of Complex Activity- Tracklet Association with Online Target-Specific Metric Learning
- Leveraging Hierarchical Parametric Networks for Skeletal Joints Based Action Segmentation and Recognition
- Blind Image Quality Assessment using Semi-supervised Rectifier Networks
- Discriminative Sparse Inverse Covariance Matrix: Application in
Brain Functional Network Classification - Multi-Cue Visual Tracking Using Robust Feature-Level Fusion Based on
Joint Sparse Representation