SOTAVerified

Zero-Shot Learning

Zero-shot learning (ZSL) is a model's ability to detect classes never seen during training. The condition is that the classes are not known during supervised learning.

Earlier work in zero-shot learning use attributes in a two-step approach to infer unknown classes. In the computer vision context, more recent advances learn mappings from image feature space to semantic space. Other approaches learn non-linear multimodal embeddings. In the modern NLP context, language models can be evaluated on downstream tasks without fine tuning.

Benchmark datasets for zero-shot learning include aPY, AwA, and CUB, among others.

( Image credit: Prototypical Networks for Few shot Learning in PyTorch )

Further readings:

Papers

Showing 851900 of 1864 papers

TitleStatusHype
Zero-shot Classification using Hyperdimensional Computing0
Performance Assessment of ChatGPT vs Bard in Detecting Alzheimer's Dementia0
M2-Encoder: Advancing Bilingual Image-Text Understanding by Large-scale Efficient PretrainingCode0
Data-Free Generalized Zero-Shot LearningCode0
ConstraintChecker: A Plugin for Large Language Models to Reason on Commonsense Knowledge BasesCode0
MEDs for PETs: Multilingual Euphemism Disambiguation for Potentially Euphemistic Terms0
On generalisability of segment anything model for nuclear instance segmentation in histology images0
A comparative study of zero-shot inference with large language models and supervised modeling in breast cancer pathology classification0
How Good is ChatGPT at Face Biometrics? A First Look into Recognition, Soft Biometrics, and ExplainabilityCode0
TEPI: Taxonomy-aware Embedding and Pseudo-Imaging for Scarcely-labeled Zero-shot Genome Classification0
Enhancing Image Retrieval : A Comprehensive Study on Photo Search using the CLIP Mode0
The Neglected Tails in Vision-Language Models0
Zoom-shot: Fast and Efficient Unsupervised Zero-Shot Transfer of CLIP to Vision Encoders with Multimodal Loss0
NLCG-Net: A Model-Based Zero-Shot Learning Framework for Undersampled Quantitative MRI ReconstructionCode0
Understanding Biases in ChatGPT-based Recommender Systems: Provider Fairness, Temporal Stability, and RecencyCode0
Enhancing medical vision-language contrastive learning via inter-matching relation modelling0
Foundation Models for Biomedical Image Segmentation: A Survey0
Exploiting GPT-4 Vision for Zero-shot Point Cloud Understanding0
3D Object Detection and High-Resolution Traffic Parameters Extraction Using Low-Resolution LiDAR Data0
Modality-Aware Representation Learning for Zero-shot Sketch-based Image RetrievalCode0
Can Active Label Correction Improve LLM-based Modular AI Systems?0
TwinBooster: Synergising Large Language Models with Barlow Twins and Gradient Boosting for Enhanced Molecular Property PredictionCode0
Benchmarking PathCLIP for Pathology Image Analysis0
Zero-shot Microclimate Prediction with Deep Learning0
Query-Based Knowledge Sharing for Open-Vocabulary Multi-Label Classification0
Beyond Seen Primitive Concepts and Attribute-Object Compositional Learning0
Diffusion Models, Image Super-Resolution And Everything: A Survey0
Towards High-fidelity Artistic Image Vectorization via Texture-Encapsulated Shape Parameterization0
Building Vision-Language Models on Solid Foundations with Masked Distillation0
Pushing Boundaries: Exploring Zero Shot Object Classification with Large Multimodal Models0
AI Content Self-Detection for Transformer-based Large Language Models0
Revealing the Proximate Long-Tail Distribution in Compositional Zero-Shot LearningCode0
Do LLM Agents Exhibit Social Behavior?0
On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications0
Meta Transfer of Self-Supervised Knowledge: Foundation Model in Action for Post-Traumatic Epilepsy Prediction0
Compositional Zero-Shot Learning for Attribute-Based Object Reference in Human-Robot Interaction0
SEER-ZSL: Semantic Encoder-Enhanced Representations for Generalized Zero-Shot Learning0
ParsNets: A Parsimonious Orthogonal and Low-Rank Linear Networks for Zero-Shot Learning0
CSI-Based Cross-Domain Activity Recognition via Zero-Shot Prototypical Networks0
A Review of Machine Learning Methods Applied to Video Analysis Systems0
Physical-Layer Semantic-Aware Network for Zero-Shot Wireless Sensing0
The Potential of Vision-Language Models for Content Moderation of Children's Videos0
CILF-CIAE: CLIP-driven Image-Language Fusion for Correcting Inverse Age Estimation0
ArabIcros: AI-Powered Arabic Crossword Puzzle Generation for Educational Applications0
Meta-Learned Attribute Self-Interaction Network for Continual and Generalized Zero-Shot Learning0
Prompt Tuning for Zero-shot Compositional Learning0
Pipeline Enabling Zero-shot Classification for Bangla Handwritten Grapheme0
FreeZe: Training-free zero-shot 6D pose estimation with geometric and vision foundation models0
Class Distribution Shifts in Zero-Shot Learning: Learning Robust RepresentationsCode0
Applying Large Language Models and Chain-of-Thought for Automatic Scoring0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ZeroDiffaverage top-1 classification accuracy87.5Unverified
2DUETaverage top-1 classification accuracy72.3Unverified
3Composeraverage top-1 classification accuracy69.4Unverified
4HDC-ZSC-MLPaverage top-1 classification accuracy65.6Unverified
5ZSL_TF-VAEGANaverage top-1 classification accuracy64.9Unverified
6ZLaPAccuracy64.3Unverified
7ZLaP*Accuracy64.2Unverified
8HDC-ZSCaverage top-1 classification accuracy63.8Unverified
9SPOTaverage top-1 classification accuracy62.9Unverified
10f-VAEGAN-D2average top-1 classification accuracy61Unverified
#ModelMetricClaimedVerifiedStatus
1dmis-lab/biobert-v1.1Accuracy26.15Unverified
2meta-llama/Meta-Llama-3-8B-InstructAccuracy25.84Unverified
3epfl-llm/meditron-7bAccuracy25.75Unverified
4dmis-lab/meerkat-7b-v1.0Accuracy25.68Unverified
5meta-llama/Meta-Llama-3-8B-InstructAccuracy25.65Unverified
6HuggingFaceH4/zephyr-7b-betaAccuracy25.54Unverified
7dmis-lab/biobert-v1.1Accuracy25.46Unverified
8epfl-llm/meditron-70bAccuracy25.36Unverified
9epfl-llm/meditron-70bAccuracy25.26Unverified
10HuggingFaceH4/zephyr-7b-betaAccuracy25.06Unverified
#ModelMetricClaimedVerifiedStatus
1ZeroDiffaverage top-1 classification accuracy77.3Unverified
2SPOT (VAEGAN)average top-1 classification accuracy66.04Unverified
3ZSL_TF-VAEGANaverage top-1 classification accuracy66Unverified
4f-VAEGANaverage top-1 classification accuracy64.7Unverified
5DUET (Ours)average top-1 classification accuracy64.4Unverified
6LisGANaverage top-1 classification accuracy61.7Unverified
7TCNaverage top-1 classification accuracy61.5Unverified
8f-CLSWGANaverage top-1 classification accuracy60.8Unverified
9Cycle-WGANaverage top-1 classification accuracy59.9Unverified
#ModelMetricClaimedVerifiedStatus
1ZeroDiffaverage top-1 classification accuracy86.4Unverified
2ZSL-KGaverage top-1 classification accuracy78.08Unverified
3ZSL_TF-VAEGANaverage top-1 classification accuracy72.2Unverified
4DUET (Ours)average top-1 classification accuracy69.9Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaPAccuracy84Unverified
2ZLaP*Accuracy83.1Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaP*Accuracy93.6Unverified
2ZLaPAccuracy93.4Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaP*Accuracy74.2Unverified
2ZLaPAccuracy74Unverified
#ModelMetricClaimedVerifiedStatus
1ViT-B/16Average mAP60.17Unverified
2ResNet-50Average mAP56.19Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaPAccuracy51.2Unverified
2ZLaP*Accuracy51Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaPAccuracy29.1Unverified
2ZLaP*Accuracy29Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaPAccuracy75.9Unverified
2ZLaP*Accuracy75.5Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaP*Accuracy87.9Unverified
2ZLaPAccuracy87.8Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaPTop 1 Accuracy72.1Unverified
2ZLaP*Top 1 Accuracy72.1Unverified
#ModelMetricClaimedVerifiedStatus
1HiTeAAccuracy21.7Unverified
2HiTeAAccuracy0.46Unverified
#ModelMetricClaimedVerifiedStatus
1HiTeAAccuracy37.4Unverified
2HiTeAAccuracy0.56Unverified
#ModelMetricClaimedVerifiedStatus
1SPOTaverage top-1 classification accuracy71.9Unverified
2ZSL_TF-VAEGANaverage top-1 classification accuracy70.8Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaPAccuracy90Unverified
2ZLaP*Accuracy89Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaP*Accuracy71.8Unverified
2ZLaPAccuracy71.2Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaP*Accuracy71.4Unverified
2ZLaPAccuracy71Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaPAccuracy76.3Unverified
2ZLaP*Accuracy76.3Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP(ViT-B/16)Average mAP85.77Unverified
2CLIP(ResNet-50)Average mAP84.3Unverified
#ModelMetricClaimedVerifiedStatus
1ZSL-KGTop-160.54Unverified
#ModelMetricClaimedVerifiedStatus
1zsl_ADAAverage Per-Class Accuracy70.9Unverified
#ModelMetricClaimedVerifiedStatus
1ZLaP*Accuracy63.2Unverified
#ModelMetricClaimedVerifiedStatus
1MSDAPearson correlation coefficient (PCC)0.52Unverified
#ModelMetricClaimedVerifiedStatus
1SeViLAAccuracy72.3Unverified
#ModelMetricClaimedVerifiedStatus
1M^2-EncoderAccuracy80.7Unverified
#ModelMetricClaimedVerifiedStatus
1FrozenBiLMAccuracy51.5Unverified
#ModelMetricClaimedVerifiedStatus
1CZSLA-acc36Unverified
#ModelMetricClaimedVerifiedStatus
1ZS3Netk=10 mIOU26.3Unverified
#ModelMetricClaimedVerifiedStatus
1ZSL-KGAccuracy88.98Unverified
#ModelMetricClaimedVerifiedStatus
1VideoChat2Accuracy40.6Unverified