Awesome image retrieval papers

Local Feature Based

• Object retrieval with large vocabularies and fast spatial matching
• Improving the Fisher Kernel for Large-Scale Image Classification
• Visual Categorization with Bags of Keypoints
• ORB: an efficient alternative to SIFT or SURF
• Object Recognition from Local Scale-Invariant Features
• Total Recall: Automatic Query Expansion with a Generative Feature Model for Object Retrieval
• Three things everyone should know to improve object retrieval
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Deep Learning Feature Based

• Deep Image Retrieval:Learning Global Representations for Image earch
• Bags of Local Convolutional Features for Scalable Instance Search
• Faster R-CNN Features for Instance Search
• Cross-dimensional Weighting for Aggregated Deep Convolutional Features, project
• Aggregating Deep Convolutional Features for Image Retrieval, 论文笔记, 基于深度学习的视觉实例搜索研究进展.
• Particular object retrieval with integral max-pooling of CNN activations, project, Learning to Match Aerial Images with Deep Attentive Architectures.
• Siamese Network of Deep Fisher-Vector Descriptors for Image Retrieval

Features fast index

• Practical and Optimal LSH for Angular Distance
• pq-fast-scan

feature fusion

• Feature fusion using Canonical Correlation Analysis

Plan to read

• Visual Search at Pinterest
• VisualRank: Applying PageRank to Large-Scale Image Search

Tutorials

• Recent Image Search Techniques
• Compact Features for Visual Search

Awesome multiclass classification

papers

• Loss Functions for Top-k Error: Analysis and Insights and Top-k Multiclass SVM, code

Tutorials

• Linear Classification, 中文版, demo

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Logo Detection and Classification

Papers

• LOGO-Net: Large-scale Deep Logo Detection and Brand Recognition with Deep Region-based Convolutional Networks

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Object Detection and Recognition

Papers

• SSD: Single Shot MultiBox Detector, code

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Video Classification

Papers

• Large-scale Video Classification with Convolutional Neural Networks
• Learning Spatiotemporal Features With 3D Convolutional Networks, code, doc, project

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ROS for Robotics

• Learning_ROS_for_Robotics_Programming_2nd_edition

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Image Fingerprinting

• Video fingerprinting tool. Finding duplicate movies in a large dataset