| Teaching CLIP to Count to Ten | Feb 23, 2023 | counterfactualImage Generation | CodeCode Available | 1 |
| A Simple Zero-shot Prompt Weighting Technique to Improve Prompt Ensembling in Text-Image Models | Feb 13, 2023 | Prompt Engineeringzero-shot-classification | —Unverified | 0 |
| LiT Tuned Models for Efficient Species Detection | Feb 12, 2023 | Fine-Grained Image Classificationimage-classification | CodeCode Available | 0 |
| Divergence-Based Domain Transferability for Zero-Shot Classification | Feb 11, 2023 | Classificationzero-shot-classification | —Unverified | 0 |
| Diversity is Definitely Needed: Improving Model-Agnostic Zero-shot Classification via Stable Diffusion | Feb 7, 2023 | ClassificationDiversity | CodeCode Available | 1 |
| CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets | Feb 6, 2023 | Classificationimage-classification | CodeCode Available | 1 |
| Transfer Knowledge from Natural Language to Electrocardiography: Can We Detect Cardiovascular Disease Through Language Models? | Jan 21, 2023 | Electrocardiography (ECG)zero-shot-classification | —Unverified | 0 |
| Learning Customized Visual Models with Retrieval-Augmented Knowledge | Jan 17, 2023 | Contrastive LearningRetrieval | CodeCode Available | 1 |
| When are Lemons Purple? The Concept Association Bias of Vision-Language Models | Dec 22, 2022 | Attributeimage-classification | —Unverified | 0 |
| LaSQuE: Improved Zero-Shot Classification from Explanations Through Quantifier Modeling and Curriculum Learning | Dec 18, 2022 | zero-shot-classificationZero-Shot Learning | —Unverified | 0 |
| Attentive Mask CLIP | Dec 16, 2022 | Contrastive LearningRetrieval | CodeCode Available | 1 |
| Significantly improving zero-shot X-ray pathology classification via fine-tuning pre-trained image-text encoders | Dec 14, 2022 | ClassificationContrastive Learning | —Unverified | 0 |
| Reproducible scaling laws for contrastive language-image learning | Dec 14, 2022 | Image ClassificationOpen Vocabulary Attribute Detection | CodeCode Available | 1 |
| NLIP: Noise-robust Language-Image Pre-training | Dec 14, 2022 | Image CaptioningImage-text Retrieval | —Unverified | 0 |
| LidarCLIP or: How I Learned to Talk to Point Clouds | Dec 13, 2022 | Image GenerationRetrieval | CodeCode Available | 1 |
| Open Vocabulary Semantic Segmentation with Patch Aligned Contrastive Learning | Dec 9, 2022 | Contrastive Learningimage-classification | CodeCode Available | 1 |
| ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation | Dec 7, 2022 | Semantic Segmentationzero-shot-classification | CodeCode Available | 2 |
| SuS-X: Training-Free Name-Only Transfer of Vision-Language Models | Nov 28, 2022 | Retrievalzero-shot-classification | CodeCode Available | 1 |
| Zero-Shot Classification by Logical Reasoning on Natural Language Explanations | Nov 7, 2022 | ClassificationLogical Reasoning | CodeCode Available | 0 |
| Fine-grained Visual-Text Prompt-Driven Self-Training for Open-Vocabulary Object Detection | Nov 2, 2022 | Objectobject-detection | —Unverified | 0 |
| Towards Reliable Zero Shot Classification in Self-Supervised Models with Conformal Prediction | Oct 27, 2022 | ClassificationConformal Prediction | —Unverified | 0 |
| Text2Model: Text-based Model Induction for Zero-shot Image Classification | Oct 27, 2022 | 3D Point Cloud ClassificationAction Recognition | —Unverified | 0 |
| TabLLM: Few-shot Classification of Tabular Data with Large Language Models | Oct 19, 2022 | ClassificationDeep Learning | CodeCode Available | 2 |
| Non-Contrastive Learning Meets Language-Image Pre-Training | Oct 17, 2022 | Contrastive Learningdomain classification | CodeCode Available | 0 |
| LAION-5B: An open large-scale dataset for training next generation image-text models | Oct 16, 2022 | Image GenerationPreference Mapping | CodeCode Available | 0 |
| Visual Classification via Description from Large Language Models | Oct 13, 2022 | ClassificationDescriptive | CodeCode Available | 1 |
| Contrastive Training Improves Zero-Shot Classification of Semi-structured Documents | Oct 11, 2022 | ClassificationDocument Classification | —Unverified | 0 |
| APE: Aligning Pretrained Encoders to Quickly Learn Aligned Multimodal Representations | Oct 8, 2022 | zero-shot-classificationZero-Shot Learning | —Unverified | 0 |
| Self-omics: A Self-supervised Learning Framework for Multi-omics Cancer Data | Oct 3, 2022 | Cancer type classificationSelf-Supervised Learning | CodeCode Available | 0 |
| ITAINNOVA at SocialDisNER: A Transformers cocktail for disease identification in social media in Spanish | Oct 1, 2022 | zero-shot-classificationZero-Shot Learning | —Unverified | 0 |
| CALIP: Zero-Shot Enhancement of CLIP with Parameter-free Attention | Sep 28, 2022 | Training-free 3D Point Cloud ClassificationTransfer Learning | CodeCode Available | 1 |
| Lex2Sent: A bagging approach to unsupervised sentiment analysis | Sep 26, 2022 | ClassificationDecoder | CodeCode Available | 0 |
| Design of the topology for contrastive visual-textual alignment | Sep 5, 2022 | Contrastive LearningImage-to-Text Retrieval | CodeCode Available | 0 |
| Self-supervised Multi-modal Training from Uncurated Image and Reports Enables Zero-shot Oversight Artificial Intelligence in Radiology | Aug 10, 2022 | Contrastive LearningDecision Making | CodeCode Available | 0 |
| Txt2Img-MHN: Remote Sensing Image Generation from Text Using Modern Hopfield Networks | Aug 8, 2022 | Image GenerationText to Image Generation | CodeCode Available | 1 |
| Contrastive Adapters for Foundation Model Group Robustness | Jul 14, 2022 | Contrastive Learningmodel | —Unverified | 0 |
| A Zero-Shot Classification Approach for a Word-Guessing Challenge | Jun 27, 2022 | ClassificationLanguage Modeling | —Unverified | 0 |
| ProtoCLIP: Prototypical Contrastive Language Image Pretraining | Jun 22, 2022 | zero-shot-classificationZero-Shot Learning | CodeCode Available | 1 |
| A Simple Meta-learning Paradigm for Zero-shot Intent Classification with Mixture Attention Mechanism | Jun 5, 2022 | Classificationintent-classification | —Unverified | 0 |
| Building Domain-specific Corpora from the Web: the Case of European Digital Service Infrastructures | Jun 1, 2022 | Machine Translationzero-shot-classification | —Unverified | 0 |
| CyCLIP: Cyclic Contrastive Language-Image Pretraining | May 28, 2022 | Representation LearningVisual Reasoning | CodeCode Available | 1 |
| Self-Guided Noise-Free Data Generation for Efficient Zero-Shot Learning | May 25, 2022 | text-classificationText Classification | CodeCode Available | 1 |
| Open Vocabulary Extreme Classification Using Generative Models | May 12, 2022 | ClassificationExtreme Multi-Label Classification | —Unverified | 0 |
| A Checkpoint on Multilingual Misogyny Identification | May 1, 2022 | Transfer Learningzero-shot-classification | —Unverified | 0 |
| PyramidCLIP: Hierarchical Feature Alignment for Vision-language Model Pretraining | Apr 29, 2022 | Image ClassificationLanguage Modeling | —Unverified | 0 |
| No Token Left Behind: Explainability-Aided Image Classification and Generation | Apr 11, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Robust Cross-Modal Representation Learning with Progressive Self-Distillation | Apr 10, 2022 | Contrastive LearningImage Captioning | —Unverified | 0 |
| An Analysis of Semantically-Aligned Speech-Text Embeddings | Apr 4, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Geodesic Multi-Modal Mixup for Robust Fine-Tuning | Mar 8, 2022 | Image Captioningzero-shot-classification | CodeCode Available | 0 |
| Universal Prototype Transport for Zero-Shot Action Recognition and Localization | Mar 8, 2022 | Action RecognitionObject | —Unverified | 0 |