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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 1–50 of 161 papers

TitleStatusHype
Leveraging Foundation Models for Zero-Shot IoT SensingCode1
Audio-Visual Generalized Zero-Shot Learning using Pre-Trained Large Multi-Modal ModelsCode1
Improving Generalized Zero-Shot Learning by Exploring the Diverse Semantics from External Class NamesCode1
Dual Feature Augmentation Network for Generalized Zero-shot LearningCode1
Improving Zero-Shot Generalization for CLIP with Synthesized PromptsCode1
Progressive Semantic-Visual Mutual Adaption for Generalized Zero-Shot LearningCode1
Learn to Adapt for Generalized Zero-Shot Text ClassificationCode1
Zero-Shot Logit AdjustmentCode1
Unseen Classes at a Later Time? No ProblemCode1
Bias-Eliminated Semantic Refinement for Any-Shot LearningCode1
Generative Zero-Shot Learning for Semantic Segmentation of 3D Point CloudsCode1
FREE: Feature Refinement for Generalized Zero-Shot LearningCode1
Multi-Label Generalized Zero Shot Learning for the Classification of Disease in Chest RadiographsCode1
Contrastive Embedding for Generalized Zero-Shot LearningCode1
Goal-Oriented Gaze Estimation for Zero-Shot LearningCode1
Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionCode1
Semantics Disentangling for Generalized Zero-Shot LearningCode1
Adaptive and Generative Zero-Shot LearningCode1
A Review of Generalized Zero-Shot Learning MethodsCode1
Generalized Zero-Shot Learning via VAE-Conditioned Generative FlowCode1
A Boundary Based Out-of-Distribution Classifier for Generalized Zero-Shot LearningCode1
Leveraging Seen and Unseen Semantic Relationships for Generative Zero-Shot LearningCode1
Class Normalization for (Continual)? Generalized Zero-Shot LearningCode1
Zero-Shot Learning with Common Sense Knowledge GraphsCode1
From Generalized zero-shot learning to long-tail with class descriptorsCode1
Domain-aware Visual Bias Eliminating for Generalized Zero-Shot LearningCode1
Latent Embedding Feedback and Discriminative Features for Zero-Shot ClassificationCode1
Transductive Zero-Shot Learning for 3D Point Cloud ClassificationCode1
Feature Generating Networks for Zero-Shot LearningCode1
Visual and Semantic Prompt Collaboration for Generalized Zero-Shot Learning—0
Extremely Simple Out-of-distribution Detection for Audio-visual Generalized Zero-shot Learning—0
Generalized Zero-Shot Classification via Semantics-Free Inter-Class Feature Generation—0
PSVMA+: Exploring Multi-granularity Semantic-visual Adaption for Generalized Zero-shot Learning—0
RevCD -- Reversed Conditional Diffusion for Generalized Zero-Shot Learning—0
Out-Of-Distribution Detection for Audio-visual Generalized Zero-Shot Learning: A General FrameworkCode0
Audio-visual Generalized Zero-shot Learning the Easy Way—0
CLIP-Decoder : ZeroShot Multilabel Classification using Multimodal CLIP Aligned RepresentationCode0
Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models—0
CICA: Content-Injected Contrastive Alignment for Zero-Shot Document Image Classification—0
Dual Expert Distillation Network for Generalized Zero-Shot LearningCode0
`Eyes of a Hawk and Ears of a Fox': Part Prototype Network for Generalized Zero-Shot Learning—0
High-Discriminative Attribute Feature Learning for Generalized Zero-Shot Learning—0
Less but Better: Enabling Generalized Zero-shot Learning Towards Unseen Domains by Intrinsic Learning from Redundant LLM SemanticsCode0
Data Distribution Distilled Generative Model for Generalized Zero-Shot RecognitionCode0
Data-Free Generalized Zero-Shot LearningCode0
SEER-ZSL: Semantic Encoder-Enhanced Representations for Generalized Zero-Shot Learning—0
Meta-Learned Attribute Self-Interaction Network for Continual and Generalized Zero-Shot Learning—0
Attribute-Aware Representation Rectification for Generalized Zero-Shot LearningCode0
Instance Adaptive Prototypical Contrastive Embedding for Generalized Zero Shot Learning—0
Bridging the Projection Gap: Overcoming Projection Bias Through Parameterized Distance Learning—0
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