2021 IEEE International Conference on Image Processing

19-22 September 2021 • Anchorage, Alaska, USA

Imaging Without Borders

2021 IEEE International Conference on Image Processing

19-22 September 2021 • Anchorage, Alaska, USA

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Paper Detail

Paper IDARS-6.5
Paper Title GENERALIZED ZERO-SHOT RECOGNITION THROUGH IMAGE-GUIDED SEMANTIC CLASSIFICATION
Authors Fang Li, Mei-Chen Yeh, National Taiwan Normal University, Taiwan
SessionARS-6: Image and Video Interpretation and Understanding 1
LocationArea H
Session Time:Tuesday, 21 September, 15:30 - 17:00
Presentation Time:Tuesday, 21 September, 15:30 - 17:00
Presentation Poster
Topic Image and Video Analysis, Synthesis, and Retrieval: Image & Video Interpretation and Understanding
IEEE Xplore Open Preview  Click here to view in IEEE Xplore
Abstract We present a new visual-semantic embedding method for generalized zero-shot learning. Different to existing embedding-based methods that learn the correspondence between an image classifier and its class prototype for each class, we learn the mapping between an image and its semantic classifier. Given an input image, the proposed method creates a label classifier and applies it to all label embeddings to determine whether a label belongs to the input image. Therefore, a semantic classifier is image conditioned and is generated during inference. We validate our approach with four standard benchmark datasets.