Visual Attributes

<p>Introduction to Visual Attributes<br> Rogerio Feris, Christoph Lampert, and Devi Parikh</p>

<p>Part I: Attribute-Based Recognition</p>

<p>An Embarrassingly Simple Approach to Zero-Shot Learning<br> Bernardino Romera-Paredes and Philip H. S. Torr</p>

<p>In the Era of Deep Convolutional Features: Are Attributes still Useful Privileged Data?<br> Viktoriia Sharmanska and Novi Quadrianto</p>

<p>Divide, Share, and Conquer: Multi-Task Attribute Learning with Selective Sharing<br> Chao-Yeh Chen, Dinesh Jayaraman, Fei Sha, and Kristen Grauman</p>

<p>Part II: Relative Attributes and their Application to Image Search</p>

<p>Attributes for Image Retrieval<br> Adriana Kovashka and Kristen Grauman</p>

Fine-Grained Comparisons with Attributes<br> Aron Yu and Kristen Grauman</p>

<p>Localizing and Visualizing Relative Attributes<br> Fanyi Xiao and Yong Jae Lee</p>

<p>Part III: Describing People Based on Attributes</p>

Deep Learning Face Attributes for Detection and Alignment<br> Chen Change Loy, Ping Luo, and Chen Huang</p>

<p>Visual Attributes for Fashion Analytics<br> Si Liu, Lisa Brown, Qiang Chen, Junshi Huang, Luoqi Liu, and Shuicheng Yan</p>

<p>Part IV: Defining a Vocabulary of Attributes</p>

<p>A Taxonomy of Part and Attribute Discovery Techniques<br> Subhransu Maji</p>

<p>The SUN Attribute Database: Organizing Scenes by Affordances, Materials, and Layout<br> Genevieve Patterson and James Hays</p>

<p>Part V: Attributes and Language</p>

<p>Attributes as Semantic Units Between Natural Language and Visual Recognition<br> Marcus Rohrbach</p>

<p>Grounding the Meaning of Words with Visual Attributes<br> Carina Silberer</p>