Notes on Research

research.md

Contents

• General CV
  • Model
    • Operator
    • Image Classification
    • Object Detection
    • Image Segmentation
    • Outlier Detection
    • Tracking
      • Review
      • Article
  • Loss
  • Miscellaneous
    • 名词辨析
• Remote Sensing
• Infrared Imaging

0. 基础

Books

1. PRML
2. A Computational Perspective on Visual Attention

Concepts

1. 认识 Attention

1. General CV

Operator

1. Dilated Convolution
2. Deformation Convolution
3. Transposed Convolution

Model

Image Classification

Deep convolutional Gaussian processes

Object Detection

Review

1. 2016 - 自动化学报 - 基于视觉的目标检测与跟踪综述
2. 2015 - 电子学报 - 面向目标检测的稀疏表示方法研究进展

Network

1. Overfeat
2. YOLO
3. MultiBox

Scale Variation

1. SNIPER
2. S3FD

Others

1. 2012-ECCV-Diagnosing Error in Object Detectors
2. 2005-CVPR-Object recognition with features inspired by visual cortex
3. 2015-TCSVT-Background Prior-Based Salient Object Detection via Deep Reconstruction Residual

Image Segmentation

1. 2012-TPAMI-SLIC Superpixels Compared to State-of-the-Art Superpixel Methods
2. 2016-CVPRW-Semantic Segmentation of Small Objects and Modeling of Uncertainty in Urban Remote Sensing Images Using Deep Convolutional Neural Networks
3. Find Tiny Instance Segmentation
4. Attention to Scale: Scale-aware Semantic Image Segmentation

Outlier Detection

    * [2013-KDD-Robust principal component analysis via capped norms](https://gist.github.com/YimianDai/83f4e6fb893a259ee3fde07638fd3092)

Tracking

Review

1. 2011-NC-Recent advances and trends in visual tracking: A review
2. 2013-PR-Sparse coding based visual tracking Review and experimental comparison
3. 2014 - 自动化学报 - 引入视觉注意机制的目标跟踪方法综述
4. 2015 - 计算机研究与发展 - 基于外观模型学习的视频目标跟踪方法综述
5. 2015 - arXiv - An experimental survey on correlation filter-based tracking

Article

        1. [2009-ICCV-Robust visual tracking using L1 minimization](https://gist.github.com/YimianDai/adaf12a2a3fbf680c0a0cd1a24b854c0)
        2. [2012-ECCV-Low-rank sparse learning for robust visual tracking](https://gist.github.com/YimianDai/e3f955f58531a4da43746645552d5e0a)

Loss

- [Focal Loss](https://gist.github.com/YimianDai/c7aea61e690c1350eae90d5e97777b81)

Miscellaneous

+ [名词辨析](https://gist.github.com/YimianDai/ead926792d30bec7d8027cac5f80760b)

Remote Sensing

2016-CVPRW-Semantic Segmentation of Small Objects and Modeling of Uncertainty in Urban Remote Sensing Images Using Deep Convolutional Neural Networks

Infrared Imaging

Detection

• GRSL-2013-A Robust Directional Saliency-Based Method for Infrared Small-Target Detection Under Various Complex Backgrounds

Tracking

• 2016-GRSL-Infrared Target Tracking Based on Robust Low-Rank Sparse Learning