「CV」 物体分类资源汇总

CNN

1 综述

1. Image Classification with Deep Learning in the Presence of Noisy Labels: A Survey
   2019-12-11 paper
   $\bullet \bullet$ noisy

2. Deep Learning for Free-Hand Sketch: A Survey
   2020-01-08 paper
   
3. A survey on Semi-, Self- and Unsupervised Techniques in Image Classification
   2020-02-20 paper
   $\bullet \bullet$ unsupervised

2 理论

1. Optimizing Shallow Networks for Binary Classification
   2019-05-24 paper

2. NICO: A Dataset Towards Non-I.I.D. Image Classification
   2019-06-07 paper

3. Transferability and Hardness of Supervised Classification Tasks
   ICCV 2019 2019-08-21 paper
   无需训练，使用条件熵来衡量两个任务之间迁移的难易程度；

3 经典论文

1. Rethinking ImageNet Pretraining
   2018-11-21 何恺明 Paper

4 one-hot

1. Dynamic Mode Decomposition based feature for Image Classification
   2019-10-08 paper
   动态模式分解 + SVM；对数据量要求不那么高；

5 多标签

1. Learning a Deep ConvNet for Multi-label Classification with Partial Labels
   CVPR 2019 2019-02-26 paper
   降低多标签任务的标注成本；

6 细粒度

1. Birdsnap: Large-scale Fine-grained Visual Categorization of Birds
   CVPR 2014 *2014

7 应用

7.1 OCR

7.2 金融

股票预测

1. Convolutional Feature Extraction and Neural Arithmetic Logic Units for Stock Prediction
   ICACDS 2019 2019-05-18 paper

7.3 交通

7.3.1 车辆识别

7.3.2 交通信号识别

7.4 自然

7.4.1 生物识别

7.5 农业

7.6 智能家居

7.6.1 家居机器人

烹饪状态识别

1. VGG Fine-tuning for Cooking State Recognition
   2019-05-13 paper

7.7 医学

7.7.1 皮肤病

1. TopoResNet: A hybrid deep learning architecture and its application to skin lesion classification
   2019-05-13 paper

2. Skin Cancer Recognition using Deep Residual Network
   2019-05-14 paper

3. Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta Data
   ISIC 2019 2019-10-09 paper | ISIC 2019
   对输入图像的分辨率做了处理；似乎还用了模型集成；

7.7.2 肾小球病变

1. Classification of glomerular hypercellularity using convolutional features and support vector machine
   2019-06-28 paper

   为啥要用深度特征+SVM 啊，直接用全连接+softmax 不好吗；

7.7.3 青光眼

1. REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs
   2019-10-08 paper

7.7.4 罕见疾病诊断

1. Difficulty-aware Meta-Learning for Rare Disease Diagnosis
   2019-06-30 paper
   零样本学习解决罕见疾病诊断；

7.8.5 肿瘤存活率

1. Semi-Supervised Variational Autoencoder for Survival Prediction
   2019-10-10 paper
   弱监督分类，根据脑肿瘤分割结果预测其存活率；

7.8 建筑

1. Tour the World: Building a Web-Scale Landmark Recognition Engine
   CVPR 2009 2009-12 ppt

2. Landmark Recognition: State-of-the-Art Methods in a Large-Scale Scenario?
   2014-09-08 paper

3. Tiny-Inception-ResNet-v2: Using Deep Learning for Eliminating Bonded Labors of Brick Kilns in South Asia
   CVPR 2019 2019-07-12 paper

7.9 人

7.9.1 人脸识别

7.9.2 步态识别

7.9.3 指纹识别

1. A Novel Approach for Partial Fingerprint Identification to Mitigate MasterPrint Generation
   2019-11-08 paper

7.10 卡通人脸

1. iCartoonFace: A Benchmark of Cartoon Person Recognition
   2019-07-31 paper

8 训练

9 数据集

1. Places : A 10 milLion image database for scene recognition
   2017 paper

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TOP

附录

A 资源

1. classification_models
   keras model
2. imagenet in 18 minutes

B 参考资料

1. CVPR 2018 地标建筑物识别
2. 图像验证码和大规模图像识别技术