2016-11-06 23:28:06 +08:00
## Awesome image retrieval papers
### Papers
2015-08-28 20:58:14 +08:00
2016-12-13 18:55:39 +08:00
#### Local Feature Based
2016-12-19 23:49:56 +08:00
- [Object retrieval with large vocabularies and fast spatial matching ](https://www.robots.ox.ac.uk/~vgg/publications/papers/philbin07.pdf )
- [Improving the Fisher Kernel for Large-Scale Image Classification ](https://www.robots.ox.ac.uk/~vgg/rg/papers/peronnin_etal_ECCV10.pdf )
- [Visual Categorization with Bags of Keypoints ](http://www.cs.princeton.edu/courses/archive/fall09/cos429/papers/csurka-eccv-04.pdf )
- [ORB: an efficient alternative to SIFT or SURF ](https://www.willowgarage.com/sites/default/files/orb_final.pdf )
- [Object Recognition from Local Scale-Invariant Features ](http://www.cs.ubc.ca/~lowe/papers/iccv99.pdf )
2016-12-13 18:55:39 +08:00
#### Deep Learning Feature Based
2016-12-19 23:49:56 +08:00
- [Deep Image Retrieval:Learning Global Representations for Image earch ](https://arxiv.org/abs/1604.01325 )
- [Bags of Local Convolutional Features for Scalable Instance Search ](https://arxiv.org/abs/1604.01325 )
- [Faster R-CNN Features for Instance Search ](https://github.com/imatge-upc/retrieval-2016-deepvision )
- [Cross-dimensional Weighting for Aggregated Deep Convolutional Features ](https://arxiv.org/abs/1512.04065 ), [project ](https://github.com/yahoo/crow )
2016-11-06 23:28:06 +08:00
2016-11-06 23:31:08 +08:00
#### Plan to read
2016-12-19 23:49:56 +08:00
- [Visual Search at Pinterest]()
- [VisualRank: Applying PageRank to Large-Scale Image Search]()
2016-11-06 23:31:08 +08:00
2016-11-06 23:28:06 +08:00
### Tutorials
2016-12-19 23:49:56 +08:00
- [Recent Image Search Techniques ](http://cvpr2016.thecvf.com/program/tutorials )
- [Compact Features for Visual Search ](http://cvpr2016.thecvf.com/program/tutorials )
2016-11-06 23:28:06 +08:00
2016-11-19 11:42:50 +08:00
## Awesome multiclass classification
### papers
2016-12-19 23:49:56 +08:00
- [Loss Functions for Top-k Error: Analysis and Insights]() and [Top-k Multiclass SVM](), [code ](https://github.com/mlapin/libsdca )
2016-11-19 11:42:50 +08:00
2016-11-19 12:08:07 +08:00
### Tutorials
2016-11-19 11:42:50 +08:00
2016-12-19 23:49:56 +08:00
- [Linear Classification ](http://cs231n.github.io/linear-classify/ ), [中文版 ](http://blog.csdn.net/elaine_bao/article/details/50519970 ), [demo ](http://vision.stanford.edu/teaching/cs231n/linear-classify-demo/ )
2016-12-01 00:15:23 +08:00
## Logo Detection and Classification
2016-12-07 19:22:59 +08:00
### Papers
2016-12-01 00:15:23 +08:00
2016-12-19 23:54:53 +08:00
- [LOGO-Net: Large-scale Deep Logo Detection and Brand Recognition with Deep Region-based Convolutional Networks ](https://arxiv.org/abs/1511.02462 )
2016-12-05 22:52:25 +08:00
## Object Detection and Recognition
2016-12-07 19:22:59 +08:00
### Papers
2016-12-05 22:52:25 +08:00
2016-12-19 23:55:25 +08:00
- [SSD: Single Shot MultiBox Detector ](www.cs.unc.edu/~wliu/papers/ssd.pdf ), [code ](https://github.com/weiliu89/caffe/tree/ssd )
2016-12-07 19:22:59 +08:00
2016-12-07 19:23:47 +08:00
## Video Classification
2016-12-07 19:22:59 +08:00
### Papers
2016-12-19 23:49:56 +08:00
- [Large-scale Video Classification with Convolutional Neural Networks ](vision.stanford.edu/pdf/karpathy14.pdf )
- [Learning Spatiotemporal Features With 3D Convolutional Networks ](http://www.cv-foundation.org/openaccess/content_iccv_2015/papers/Tran_Learning_Spatiotemporal_Features_ICCV_2015_paper.pdf ), [code ](https://github.com/Lasagne/Recipes/blob/master/examples/Video%20features%20with%20C3D.ipynb ), [doc ](https://docs.google.com/document/d/1-QqZ3JHd76JfimY4QKqOojcEaf5g3JS0lNh-FHTxLag/edit ), [project ](http://vlg.cs.dartmouth.edu/c3d/ )