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Synthesized Classifiers for Zero-Shot Learning

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-10599-4_23openalex-snapshot
Attributes Make Sense on Segmented Objects
inferredcites →https://doi.org/10.1007/978-3-319-10605-2_38openalex-snapshot
Transductive Multi-view Embedding for Zero-Shot Recognition and Annotation
inferredcites →https://doi.org/10.1007/978-3-319-50077-5_2openalex-snapshot
An Embarrassingly Simple Approach to Zero-Shot Learning
inferredcites →https://doi.org/10.1007/s10994-007-5040-8openalex-snapshot
Convex multi-task feature learning
inferredcites →https://doi.org/10.1007/s11263-013-0695-zopenalex-snapshot
The SUN Attribute Database: Beyond Categories for Deeper Scene Understanding
inferredcites →https://doi.org/10.1007/s11263-015-0816-yopenalex-snapshot
ImageNet Large Scale Visual Recognition Challenge
inferredcites →https://doi.org/10.1109/cvpr.2009.5206594openalex-snapshot
Learning to detect unseen object classes by between-class attribute transfer
inferredcites →https://doi.org/10.1109/cvpr.2009.5206772openalex-snapshot
Describing objects by their attributes
inferredcites →https://doi.org/10.1109/cvpr.2009.5206848openalex-snapshot
ImageNet: A large-scale hierarchical image database
inferredcites →https://doi.org/10.1109/cvpr.2010.5540121openalex-snapshot
What helps where – and why? Semantic relatedness for knowledge transfer
inferredcites →https://doi.org/10.1109/cvpr.2011.5995627openalex-snapshot
Evaluating knowledge transfer and zero-shot learning in a large-scale setting
inferredcites →https://doi.org/10.1109/cvpr.2013.105openalex-snapshot
Designing Category-Level Attributes for Discriminative Visual Recognition
inferredcites →https://doi.org/10.1109/cvpr.2013.111openalex-snapshot
Label-Embedding for Attribute-Based Classification
inferredcites →https://doi.org/10.1109/cvpr.2014.211openalex-snapshot
Decorrelating Semantic Visual Attributes by Resisting the Urge to Share
inferredcites →https://doi.org/10.1109/cvpr.2014.313openalex-snapshot
COSTA: Co-Occurrence Statistics for Zero-Shot Classification
inferredcites →https://doi.org/10.1109/cvpr.2015.7298594openalex-snapshot
Going deeper with convolutions
inferredcites →https://doi.org/10.1109/cvpr.2015.7298879openalex-snapshot
Zero-shot object recognition by semantic manifold distance
inferredcites →https://doi.org/10.1109/cvpr.2015.7298911openalex-snapshot
Evaluation of output embeddings for fine-grained image classification
inferredcites →https://doi.org/10.1109/cvprw.2009.5206594openalex-snapshot
Learning to detect unseen object classes by between-class attribute transfer
inferredcites →https://doi.org/10.1109/cvprw.2009.5206848openalex-snapshot
ImageNet: A large-scale hierarchical image database
inferredcites →https://doi.org/10.1109/iccv.2011.6126281openalex-snapshot
Relative attributes
inferredcites →https://doi.org/10.1109/iccv.2013.264openalex-snapshot
A Unified Probabilistic Approach Modeling Relationships between Attributes and Objects
inferredcites →https://doi.org/10.1109/iccv.2013.321openalex-snapshot
Write a Classifier: Zero-Shot Learning Using Purely Textual Descriptions
inferredcites →https://doi.org/10.1109/iccv.2015.282openalex-snapshot
Unsupervised Domain Adaptation for Zero-Shot Learning
inferredcites →https://doi.org/10.1109/iccv.2015.313openalex-snapshot
Active Transfer Learning with Zero-Shot Priors: Reusing Past Datasets for Future Tasks
inferredcites →https://doi.org/10.1109/iccv.2015.474openalex-snapshot
Zero-Shot Learning via Semantic Similarity Embedding
inferredcites →https://doi.org/10.1109/iccv.2015.479openalex-snapshot
Semi-Supervised Zero-Shot Classification with Label Representation Learning
inferredcites →https://doi.org/10.1109/iccv.2015.483openalex-snapshot
Predicting Deep Zero-Shot Convolutional Neural Networks Using Textual Descriptions
inferredcites →https://doi.org/10.1109/tnn.2005.848998openalex-snapshot
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
inferredcites →https://doi.org/10.1109/tpami.2013.140openalex-snapshot
Attribute-Based Classification for Zero-Shot Visual Object Categorization
inferredcites →https://doi.org/10.1109/tpami.2015.2408354openalex-snapshot
Transductive Multi-View Zero-Shot Learning
inferredcites →https://doi.org/10.1109/wacv.2015.116openalex-snapshot
How to Transfer? Zero-Shot Object Recognition via Hierarchical Transfer of Semantic Attributes
inferredcites →https://doi.org/10.1145/2647868.2654889openalex-snapshot
Caffe
inferredcites →https://doi.org/10.1145/3065386openalex-snapshot
ImageNet classification with deep convolutional neural networks
inferredcites →https://doi.org/10.1162/089976603321780317openalex-snapshot
Laplacian Eigenmaps for Dimensionality Reduction and Data Representation
inferredcites →https://doi.org/10.1184/r1/6476456openalex-snapshot
Zero-Shot Learning with Semantic Output Codes
inferredcites →https://doi.org/10.1198/jasa.2003.s269openalex-snapshot
Learning With Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
inferredcites →https://doi.org/10.48550/arxiv.1301.3666openalex-snapshot
Zero-Shot Learning Through Cross-Modal Transfer
inferredcites →https://doi.org/10.48550/arxiv.1301.3781openalex-snapshot
Efficient Estimation of Word Representations in Vector Space
inferredcites →https://doi.org/10.48550/arxiv.1310.4546openalex-snapshot
Distributed Representations of Words and Phrases and their Compositionality
inferredcites →https://doi.org/10.48550/arxiv.1312.5650openalex-snapshot
Zero-Shot Learning by Convex Combination of Semantic Embeddings
inferredcites →https://doi.org/10.48550/arxiv.1409.1556openalex-snapshot
Very Deep Convolutional Networks for Large-Scale Image Recognition
inferredcites →https://doi.org/10.48550/arxiv.1409.4327openalex-snapshot
Zero Shot Recognition with Unreliable Attributes
inferredcites →https://doi.org/10.48550/arxiv.1412.7489openalex-snapshot
A Unified Perspective on Multi-Domain and Multi-Task Learning
inferredcites →https://doi.org/10.48550/arxiv.1506.00511openalex-snapshot
Predicting Deep Zero-Shot Convolutional Neural Networks using Textual Descriptions
inferredcites →https://doi.org/10.5555/944790.944813openalex-snapshot
On the algorithmic implementation of multiclass kernel-based vector machines
inferredcites →https://doi.org/10.57702/i9oeewf6openalex-snapshot
Caltech-UCSD Birds-200-2011 Dataset

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Fighting fire with fire: A spatial–frequency ensemble relation network with generative adversarial learning for adversarial image classification
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Visual feature synthesis with semantic reconstructor for traditional and generalized zero‐shot object classification
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Zero-Shot Learning
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Multi-modal Cycle-Consistent Generalized Zero-Shot Learning
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Selective Zero-Shot Classification with Augmented Attributes
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Zero-Shot Object Detection
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Learning Class Prototypes via Structure Alignment for Zero-Shot Recognition
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Choose Your Neuron: Incorporating Domain Knowledge Through Neuron-Importance
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Learning Semantic Double-Autoencoder with Attribute Constraint for Zero-Shot Recognition
inferred← citeshttps://doi.org/10.1007/978-3-030-03338-5_39openalex-snapshot
Structure Fusion and Propagation for Zero-Shot Learning
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Zero-Shot Learning with Superclasses
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Unfamiliar Dynamic Hand Gestures Recognition Based on Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-05716-9_38openalex-snapshot
From Classical to Generalized Zero-Shot Learning: A Simple Adaptation Process
inferred← citeshttps://doi.org/10.1007/978-3-030-11012-3_16openalex-snapshot
Model Selection for Generalized Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-11018-5_50openalex-snapshot
A Joint Generative Model for Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-16145-3_12openalex-snapshot
An Efficient and Resource-Aware Hashtag Recommendation Using Deep Neural Networks
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An Exploration of Cross-Modal Retrieval for Unseen Concepts
inferred← citeshttps://doi.org/10.1007/978-3-030-20887-5_8openalex-snapshot
Extreme Reverse Projection Learning for Zero-Shot Recognition
inferred← citeshttps://doi.org/10.1007/978-3-030-20893-6_2openalex-snapshot
Zero-Shot Facial Expression Recognition with Multi-label Label Propagation
inferred← citeshttps://doi.org/10.1007/978-3-030-29908-8_8openalex-snapshot
Simple Is Better: A Global Semantic Consistency Based End-to-End Framework for Effective Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-31456-9_14openalex-snapshot
Embarrassingly Easy Zero-Shot Image Recognition
inferred← citeshttps://doi.org/10.1007/978-3-030-36708-4_29openalex-snapshot
Zero-Shot Learning for Intrusion Detection via Attribute Representation
inferred← citeshttps://doi.org/10.1007/978-3-030-55180-3_40openalex-snapshot
Abstraction-Based Outlier Detection for Image Data
inferred← citeshttps://doi.org/10.1007/978-3-030-58548-8_33openalex-snapshot
Region Graph Embedding Network for Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-58577-8_5openalex-snapshot
Leveraging Seen and Unseen Semantic Relationships for Generative Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-58586-0_34openalex-snapshot
A Boundary Based Out-of-Distribution Classifier for Generalized Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-58592-1_28openalex-snapshot
Towards Recognizing Unseen Categories in Unseen Domains
inferred← citeshttps://doi.org/10.1007/978-3-030-60239-0_36openalex-snapshot
Research Progress of Zero-Shot Learning Beyond Computer Vision
inferred← citeshttps://doi.org/10.1007/978-3-030-60639-8_32openalex-snapshot
Zero-Shot Learning Based on Salient Region and Enhanced Semantics
inferred← citeshttps://doi.org/10.1007/978-3-030-63823-8_15openalex-snapshot
Knowledge-Experience Graph with Denoising Autoencoder for Zero-Shot Learning in Visual Cognitive Development
inferred← citeshttps://doi.org/10.1007/978-3-030-63833-7_53openalex-snapshot
SAN: Sampling Adversarial Networks for Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-63872-6_2openalex-snapshot
Application and Perspectives of Convolutional Neural Networks in Digital Intelligence
inferred← citeshttps://doi.org/10.1007/978-3-030-66415-2_1openalex-snapshot
A Deep Dive into Adversarial Robustness in Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-66415-2_47openalex-snapshot
Bayesian Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-67832-6_47openalex-snapshot
Fine-Grained Generation for Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-69377-0_12openalex-snapshot
Entropy-Based Uncertainty Calibration for Generalized Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-69535-4_36openalex-snapshot
Few-Shot Zero-Shot Learning: Knowledge Transfer with Less Supervision
inferred← citeshttps://doi.org/10.1007/978-3-030-69535-4_7openalex-snapshot
Background Learnable Cascade for Zero-Shot Object Detection
inferred← citeshttps://doi.org/10.1007/978-3-030-69544-6_31openalex-snapshot
Webly Supervised Semantic Embeddings for Large Scale Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-74478-6_6openalex-snapshot
Zero-Shot Learning with Deep Neural Networks for Object Recognition
inferred← citeshttps://doi.org/10.1007/978-3-030-87355-4_1openalex-snapshot
L2-CVAEGAN: Feature Aligned Generative Networks for Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-87626-5_5openalex-snapshot
Semi-unsupervised Learning: An In-depth Parameter Analysis
inferred← citeshttps://doi.org/10.1007/978-3-030-88007-1_43openalex-snapshot
Discrete Bidirectional Matrix Factorization Hashing for Zero-Shot Cross-Media Retrieval
inferred← citeshttps://doi.org/10.1007/978-3-030-92307-5_46openalex-snapshot
Knowledge-Based Multiple Lightweight Attribute Networks for Zero-Shot Learning
inferred← citeshttps://doi.org/10.1007/978-3-030-92659-5_12openalex-snapshot
A New Split for Evaluating True Zero-Shot Action Recognition
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Dual Confidence Learning Network for Open-World Time Series Classification
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Zero-Shot Visual Emotion Recognition by Exploiting BERT
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Adversarial Bidirectional Feature Generation for Generalized Zero-Shot Learning Under Unreliable Semantics
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Zero-Shot Attribute Attacks on Fine-Grained Recognition Models
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Fine-Grained Attribute-Object Feature Representation in Compositional Zero-Shot Learning
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CICA: Content-Injected Contrastive Alignment for Zero-Shot Document Image Classification
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Hybrid Feature Approach for Enhancing Zero-Shot Image Classification
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An Empirical Study and Analysis of Generalized Zero-Shot Learning for Object Recognition in the Wild
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Employing Hierarchical Clustering and Reinforcement Learning for Attribute-Based Zero-Shot Classification
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A Simple Exponential Family Framework for Zero-Shot Learning
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Zero-Shot Learning with Partial Attributes
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Object Detection Based on CNNs: Current and Future Directions
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The Future of Privacy
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Cross-Modal N-Pair Network for Generalized Zero-Shot Learning
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A Smart Contract Vulnerability Detection Method Based on Graph Neural Networks and Zero-Shot Learning
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Autoencoder-Driven Visual Feature Learning for Zero-Shot Image Classification
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Cross-Class Zero-Shot Audio Classification via Generative Learning on Reconstructed Auditory Description
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Bridging the Projection Gap: Overcoming Projection Bias Through Parameterized Distance Learning
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Two Semantic Information Extension Enhancement Methods For Zero-Shot Learning
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Generative Generalized Zero-Shot Learning Based on Auxiliary-Features
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A single-shot multi-level feature reused neural network for object detection
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A study on zero-shot learning from semantic viewpoint
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Bidirectional generative transductive zero-shot learning
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Zero-shot classification with unseen prototype learning
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NucNormZSL: nuclear norm-based domain adaptation in zero-shot learning
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Zero-shot learning via self-organizing maps
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Application of CLIP for efficient zero-shot learning
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JSE: Joint Semantic Encoder for zero-shot gesture learning
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Research progress of zero-shot learning
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Generalized zero-shot emotion recognition from body gestures
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Meta-DZSL: a meta-dictionary learning based approach to zero-shot recognition
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Learning visual-and-semantic knowledge embedding for zero-shot image classification
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Attribute self-representation steered by exclusive lasso for zero-shot learning
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An effective zero-shot learning approach for intelligent fault detection using 1D CNN
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Regularized label relaxation-based stacked autoencoder for zero-shot learning
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Human–machine knowledge hybrid augmentation method for surface defect detection based few-data learning
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Information bottleneck and selective noise supervision for zero-shot learning
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Zero-shot leaning and hashing with binary visual similes
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Asymmetric graph based zero shot learning
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Zero-shot recognition with latent visual attributes learning
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Tell me what you see: A zero-shot action recognition method based on natural language descriptions
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Multi-view deep generative dual fusion network for zero-shot learning
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Zero-Shot Visual Recognition via Bidirectional Latent Embedding
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Classifier and Exemplar Synthesis for Zero-Shot Learning
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Transferrable Feature and Projection Learning with Class Hierarchy for Zero-Shot Learning
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Semantically Tied Paired Cycle Consistency for Any-Shot Sketch-Based Image Retrieval
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Zero-Shot Object Detection: Joint Recognition and Localization of Novel Concepts
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Learning Adaptive Classifiers Synthesis for Generalized Few-Shot Learning
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Visual Structure Constraint for Transductive Zero-Shot Learning in the Wild
inferred← citeshttps://doi.org/10.1007/s11263-022-01613-9openalex-snapshot
Attribute Prototype Network for Any-Shot Learning
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Zero-Shot Learning on 3D Point Cloud Objects and Beyond
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Semantic Contrastive Embedding for Generalized Zero-Shot Learning
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Semantics-Guided Intra-Category Knowledge Transfer for Generalized Zero-Shot Learning
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Estimation of Near-Instance-Level Attribute Bottleneck for Zero-Shot Learning
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I2DFormer+: Learning Image to Document Summary Attention for Zero-Shot Image Classification
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Generalized zero-shot learning for action recognition with web-scale video data
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Triple discriminator generative adversarial network for zero-shot image classification
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Weakly Correlated Knowledge Integration for Few-shot Image Classification
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Discriminant Zero-Shot Learning with Center Loss
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A novel approach based on fully connected weighted bipartite graph for zero-shot learning problems
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An active unseen sample selection framework for generalized zero-shot classification
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Learning exclusive discriminative semantic information for zero-shot learning
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Contrastive embedding-based feature generation for generalized zero-shot learning
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Contour detection network for zero-shot sketch-based image retrieval
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A review on NLP zero-shot and few-shot learning: methods and applications
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Class Representative Learning for Zero-shot Learning Using Purely Visual Data
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Grouping attributes zero-shot learning for tongue constitution recognition
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A systematic review of few-shot learning in medical imaging
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Hybrid attribute conditional adversarial denoising autoencoder for zero-shot classification of mechanical intelligent fault diagnosis
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Manifold embedding for zero-shot recognition
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Comparative analysis of feature representations and machine learning methods in Android family classification
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Cross-domain mapping learning for transductive zero-shot learning
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Class knowledge overlay to visual feature learning for zero-shot image classification
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Learning the Compositional Domains for Generalized Zero-shot Learning
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3D scene generation for zero-shot learning using ChatGPT guided language prompts
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Synthesizing Spreading-out features for generative zero-shot image classification
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Zero-shot learning for compound fault diagnosis of bearings
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Manifold feature index: A novel index based on high-dimensional data simplification
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Superclass-aware visual feature disentangling for generalized zero-shot learning
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Prototype adjustment for zero shot classification
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Learning discriminative and meaningful samples for generalized zero shot classification
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Learning object-centric complementary features for zero-shot learning
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Generalized zero-shot classification via iteratively generating and selecting unseen samples
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Multi-scale visual attention for attribute disambiguation in zero-shot learning
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Learning discriminative visual semantic embedding for zero-shot recognition
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Learning complementary semantic information for zero-shot recognition
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Convolutional prototype learning for zero-shot recognition
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Bias alleviating generative adversarial network for generalized zero-shot classification
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Anchor-based discriminative dual distribution calibration for transductive zero-shot learning
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Dual-verification network for zero-shot learning
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Dual-stream generative adversarial networks for distributionally robust zero-shot learning
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Cross-class generative network for zero-shot learning
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Zero-shot Learning via the fusion of generation and embedding for image recognition
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Kernelized distance learning for zero-shot recognition
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Zero shot learning by partial transfer from source domain with L2,1 norm constraint
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Low-rank embedded orthogonal subspace learning for zero-shot classification
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Semantic-aware visual attributes learning for zero-shot recognition
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Unbiased feature generating for generalized zero-shot learning
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Combining ontology and reinforcement learning for zero-shot classification
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Learning unseen visual prototypes for zero-shot classification
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Zero-shot learning by mutual information estimation and maximization
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Learning discriminative domain-invariant prototypes for generalized zero shot learning
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Multi-modal generative adversarial network for zero-shot learning
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Learning domain invariant unseen features for generalized zero-shot classification
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Joint Visual and Semantic Optimization for zero-shot learning
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Semantic-diversity transfer network for generalized zero-shot learning via inner disagreement based OOD detector
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Learning discriminative and representative feature with cascade GAN for generalized zero-shot learning
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Zero-shot image classification using coupled dictionary embedding
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Zero-shot classification by transferring knowledge and preserving data structure
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Adversarial unseen visual feature synthesis for Zero-shot Learning
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Class-specific synthesized dictionary model for Zero-Shot Learning
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Dual triplet network for image zero-shot learning
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Towards zero-shot learning generalization via a cosine distance loss
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A novel dataset-specific feature extractor for zero-shot learning
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Zero-shot learning for action recognition using synthesized features
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Joint discriminative attributes and similarity embeddings modeling for zero-shot recognition
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Discriminative comparison classifier for generalized zero-shot learning
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Disentangled features with direct sum decomposition for zero shot learning
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Inference guided feature generation for generalized zero-shot learning
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Class label autoencoder with structure refinement for zero-shot learning
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Domain-aware Stacked AutoEncoders for zero-shot learning
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Zero-shot learning with self-supervision by shuffling semantic embeddings
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Rethinking semantic-visual alignment in zero-shot object detection via a softplus margin focal loss
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Consistent representation joint adaptive adjustment for incremental zero-shot learning
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Label-activating framework for zero-shot learning
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Multi-label zero-shot human action recognition via joint latent ranking embedding
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Modality independent adversarial network for generalized zero shot image classification
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Augmented semantic feature based generative network for generalized zero-shot learning
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A semi-supervised zero-shot image classification method based on soft-target
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Cross-modal distribution alignment embedding network for generalized zero-shot learning
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Attributes learning network for generalized zero-shot learning
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Deep transductive network for generalized zero shot learning
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Relation-based Discriminative Cooperation Network for Zero-Shot Classification
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Zero-shot learning via a specific rank-controlled semantic autoencoder
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A zero-shot learning framework via cluster-prototype matching
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AU-EMO Correlation based zero-shot facial expression recognition with graph convolutional network
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Zero-shot learning via discriminative representation extraction
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Improved image clustering with deep semantic embedding
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Pseudo distribution on unseen classes for generalized zero shot learning
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Improved prototypical networks for few-Shot learning
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Zero-Shot-Learning for Plant Species Classification
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A survey on semantic-based methods for the understanding of human movements
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Fusion by synthesizing: A multi-view deep neural network for zero-shot recognition
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Benchmarking knowledge-driven zero-shot learning
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Zero‐shot multi‐label learning via label factorisation
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Semantic combined network for zero‐shot scene parsing
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A semantic‐based method for analysing unknown malicious behaviours via hyper‐spherical variational auto‐encoders
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Auto‐encode the synthesis pseudo features for generalized zero‐shot learning
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Towards a safe and efficient clinical implementation of machine learning in radiation oncology by exploring model interpretability, explainability and data-model dependency
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Species-agnostic transfer learning for cross-species transcriptomics data integration without gene orthology
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Generalized Zero Shot Learning via Synthesis Pseudo Features
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Inductive Zero-Shot Image Annotation via Embedding Graph
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A Fast Hybrid Model for Large–Scale Zero–Shot Image Recognition Based on Knowledge Graphs
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Broad Attribute Prediction Model With Enhanced Attribute and Feature
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Cross-Layer Autoencoder for Zero-Shot Learning
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