Generalized Zero-Shot Learning

In generalized zero shot learning (GZSL), the set of classes are split into seen and unseen classes, where training relies on the semantic features of the seen and unseen classes and the visual representations of only the seen classes, while testing uses the visual representations of the seen and unseen classes.

Papers

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Showing 1–25 of 161 papers

Title	Date	Tasks	Status	Hype	Score
Leveraging Seen and Unseen Semantic Relationships for Generative Zero-Shot Learning	Jul 19, 2020	AttributeGeneralized Zero-Shot Learning	CodeCode Available	1	5
Semantics Disentangling for Generalized Zero-Shot Learning	Jan 20, 2021	Generalized Zero-Shot LearningRelation Network	CodeCode Available	1	5
Generative Zero-Shot Learning for Semantic Segmentation of 3D Point Clouds	Aug 13, 2021	ClassificationGeneralized Zero-Shot Learning	CodeCode Available	1	5
Leveraging Foundation Models for Zero-Shot IoT Sensing	Jul 29, 2024	Data AugmentationGeneralized Zero-Shot Learning	CodeCode Available	1	5
Multi-Label Generalized Zero Shot Learning for the Classification of Disease in Chest Radiographs	Jul 14, 2021	Generalized Zero-Shot LearningZero-Shot Learning	CodeCode Available	1	5
Progressive Semantic-Visual Mutual Adaption for Generalized Zero-Shot Learning	Mar 27, 2023	AttributeDecoder	CodeCode Available	1	5
Feature Generating Networks for Zero-Shot Learning	Dec 4, 2017	Generalized Zero-Shot LearningGenerative Adversarial Network	CodeCode Available	1	5
Generalized Zero-Shot Learning via VAE-Conditioned Generative Flow	Sep 1, 2020	Generalized Zero-Shot LearningZero-Shot Learning	CodeCode Available	1	5
Improving Generalized Zero-Shot Learning by Exploring the Diverse Semantics from External Class Names	Jan 1, 2024	Generalized Zero-Shot LearningTest unseen	CodeCode Available	1	5
Learn to Adapt for Generalized Zero-Shot Text Classification	May 1, 2022	ClassificationGeneralized Zero-Shot Learning	CodeCode Available	1	5
Domain-aware Visual Bias Eliminating for Generalized Zero-Shot Learning	Mar 30, 2020	Generalized Zero-Shot LearningZero-Shot Learning	CodeCode Available	1	5
From Generalized zero-shot learning to long-tail with class descriptors	Apr 5, 2020	Few-Shot LearningGeneralized Few-Shot Learning	CodeCode Available	1	5
Dual Feature Augmentation Network for Generalized Zero-shot Learning	Sep 25, 2023	AttributeDiversity	CodeCode Available	1	5
Class Normalization for (Continual)? Generalized Zero-Shot Learning	Jun 19, 2020	Generalized Zero-Shot LearningZero-Shot Learning	CodeCode Available	1	5
A Review of Generalized Zero-Shot Learning Methods	Nov 17, 2020	Generalized Zero-Shot LearningZero-Shot Learning	CodeCode Available	1	5
A Boundary Based Out-of-Distribution Classifier for Generalized Zero-Shot Learning	Aug 9, 2020	Generalized Zero-Shot LearningZero-Shot Learning	CodeCode Available	1	5
FREE: Feature Refinement for Generalized Zero-Shot Learning	Jul 29, 2021	Generalized Zero-Shot LearningZero-Shot Learning	CodeCode Available	1	5
Audio-Visual Generalized Zero-Shot Learning using Pre-Trained Large Multi-Modal Models	Apr 9, 2024	Audio ClassificationGeneralized Zero-Shot Learning	CodeCode Available	1	5
Contrastive Embedding for Generalized Zero-Shot Learning	Mar 30, 2021	Generalized Zero-Shot LearningZero-Shot Learning	CodeCode Available	1	5
Goal-Oriented Gaze Estimation for Zero-Shot Learning	Mar 5, 2021	AttributeGaze Estimation	CodeCode Available	1	5
Improving Zero-Shot Generalization for CLIP with Synthesized Prompts	Jul 14, 2023	Generalized Zero-Shot LearningTransfer Learning	CodeCode Available	1	5
Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification	Mar 17, 2020	Action ClassificationClassification	CodeCode Available	1	5
Bias-Eliminated Semantic Refinement for Any-Shot Learning	Feb 10, 2022	Few-Shot LearningGeneralized Zero-Shot Learning	CodeCode Available	1	5
Adaptive and Generative Zero-Shot Learning	Jan 1, 2021	Generalized Zero-Shot LearningZero-Shot Learning	CodeCode Available	1	5
Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action Recognition	Jan 27, 2021	Action RecognitionGeneralized Zero-Shot Learning	CodeCode Available	1	5

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