deep learning papers

[nnop]

speech recognition

• Soltau, Hagen, Hank Liao, and Hasim Sak. "Neural Speech Recognizer: Acoustic-to-Word LSTM Model for Large Vocabulary Speech Recognition." arXiv preprint arXiv:1610.09975 (2016).
• Joint CTC-attention Based End-to-end Speech Recognition Using Multi-task Learning

[nnop]

scene text

attention

• [ ] Huang, Wenyi, et al. "Detecting Arbitrary Oriented Text in the Wild with a Visual Attention Model." Proceedings of the 2016 ACM on Multimedia Conference. ACM, 2016.
• [ ] Lee, Chen-Yu, and Simon Osindero. "Recursive Recurrent Nets with Attention Modeling for OCR in the Wild." arXiv preprint arXiv:1603.03101 (2016).
• [ ] Bluche, Théodore, and Ronaldo Messina. "Scan, Attend and Read: End-to-End Handwritten Paragraph Recognition with MDLSTM Attention." arXiv preprint arXiv:1604.03286 (2016).
• [ ] Bluche, Théodore. "Joint Line Segmentation and Transcription for End-to-End Handwritten Paragraph Recognition." arXiv preprint arXiv:1604.08352 (2016).
• [ ] Xie, Zecheng, et al. "Learning Spatial-Semantic Context with Fully Convolutional Recurrent Network for Online Handwritten Chinese Text Recognition." arXiv preprint arXiv:1610.02616 (2016).
• Joint CTC-attention Based End-to-end Speech Recognition Using Multi-task Learning
• Aggregating Local Context for Accurate Scene Text Detection (learn their tricks)
• Characterness: An Indicator of Text in the Wild (learn their tricks)

[nnop]

CNN

• An Analysis of Deep Neural Network Models for Practical Applications
• Striving for Simplicity: The All Convolutional Net
• Are Very Deep Neural Networks Feasible on Mobile Devices?

[nnop]

imbalance

• Learning Deep Representation for Imbalanced Classification

[nnop]

Detection

• Training Region-based Object Detectors with Online Hard Example Mining
• Inside-Outside Net: Detecting Objects in Context with Skip Pooling and Recurrent Neural Networks
• The Role of Context for Object Detection and Semantic Segmentation in the Wild

[nnop]

Spatial Transformer Network

• Supervised Transformer Network for Efficient Face Detection

[nnop]

CTC

• Online Sequence Training of Recurrent Neural Networks with Connectionist Temporal Classification
• Lexicon-Free Conversational Speech Recognition with Neural Networks

[nnop]

Segmentation

• Proposal-free Network for Instance-level Object Segmentation

[nnop]

neural style

• Perceptual Losses for Real-Time Style Transfer and Super-Resolution, Justin Johnson, Alexandre Alahi, Li Fei-Fei , To appear at ECCV 2016, project