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zero-shot-classification

Here are 94 public repositories matching this topic...

mlfoundations / open_clip

An open source implementation of CLIP.

computer-vision deep-learning pytorch pretrained-models language-model contrastive-loss multi-modal-learning zero-shot-classification

Updated Jan 4, 2025
Python

roboflow / notebooks

This repository offers a comprehensive collection of tutorials on state-of-the-art computer vision models and techniques. Explore everything from foundational architectures like ResNet to cutting-edge models like YOLO11, RT-DETR, SAM 2, Florence-2, PaliGemma 2, and Qwen2.5VL.

Updated Feb 4, 2025
Jupyter Notebook

OpenGVLab / InternVideo

[ECCV2024] Video Foundation Models & Data for Multimodal Understanding

Updated Jan 23, 2025
Python

diffusion-classifier / diffusion-classifier

Diffusion Classifier leverages pretrained diffusion models to perform zero-shot classification without additional training

machine-learning computer-vision deep-learning monte-carlo supervised-learning classification generative diffusion zero-shot-learning robustness generative-models bayes-theorem elbo diffusion-models zero-shot-classification

Updated Feb 28, 2024
Python

UCSC-VLAA / CLIPA

[NeurIPS 2023] This repository includes the official implementation of our paper "An Inverse Scaling Law for CLIP Training"

deep-learning pytorch zero-shot-learning multimodal-learning contrastive-learning zero-shot-classification foundation-models neurips-2023

Updated Jun 3, 2024
Python

nlpodyssey / cybertron

Cybertron: the home planet of the Transformers in Go

nlp machine-learning natural-language-processing translation deep-learning text-classification machine-translation text-similarity transformers named-entity-recognition question-answering bart summarization bert text-categorization huggingface bert-as-service zero-shot-classification

Updated Jun 8, 2024
Go

Colin97 / OpenShape_code

official code of “OpenShape: Scaling Up 3D Shape Representation Towards Open-World Understanding”

point-cloud image-generation 3d 3d-classification zero-shot-retrieval zero-shot-classification 3d-understanding 3d-shape-retrieval point-cloud-caption

Updated Jan 1, 2024
Python

LAION-AI / scaling-laws-openclip

Reproducible scaling laws for contrastive language-image learning (https://arxiv.org/abs/2212.07143)

deep-learning pytorch transfer-learning clip fine-tuning few-shot-learning pre-training zero-shot-retrieval zero-shot-classification scaling-laws laion openclip

Updated Nov 29, 2023
Jupyter Notebook

salesforce / MUST

PyTorch code for MUST

self-training unsupervised-learning clip zero-shot-learning zero-shot-classification masked-image-modeling

Updated Mar 8, 2023
Python

HieuPhan33 / CVPR2024_MAVL

Multi-Aspect Vision Language Pretraining - CVPR2024

zero-shot-classification vision-language-pretraining vision-language-model zero-shot-segmentation medical-vision-and-language-pretraining

Updated Aug 20, 2024
Python

hfapigo

Kardbord / hfapigo

Unofficial (Golang) Go bindings for the Hugging Face Inference API

Updated Feb 5, 2025
Go

shiming-chen / MSDN

Official PyTorch Implementation of MSDN (CVPR'22)

knowledge-distillation zero-shot-learning mutual-learning zero-shot-classification semantic-distillation

Updated Dec 3, 2022
Python

akshitac8 / Generative_MLZSL

[TPAMI 2023] Generative Multi-Label Zero-Shot Learning

pytorch generative-adversarial-network multi-label-classification vaegan self-attention pytorch-implementation zero-shot-detection gzsl zsl clswgan zero-shot-classification multi-label-zsl

Updated Jul 12, 2023
Python

tmlr-group / WCA

[ICML 2024] "Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models"

clip similarity-score domain-generalization zero-shot-classification test-time-adaptation large-language-models vision-language-model visual-text-alignment image-text-alignment

Updated Sep 3, 2024
Python

elkhouryk / RS-TransCLIP

[ICASSP 2025] Open-source code for the paper "Enhancing Remote Sensing Vision-Language Models for Zero-Shot Scene Classification"

remote-sensing aerial-imagery image-classification satellite-imagery earth-observation scene-classification transductive-learning zero-shot-classification vision-language-models

Updated Feb 6, 2025
Python

text-to-image-eval

encord-team / text-to-image-eval

Evaluate custom and HuggingFace text-to-image/zero-shot-image-classification models like CLIP, SigLIP, DFN5B, and EVA-CLIP. Metrics include Zero-shot accuracy, Linear Probe, Image retrieval, and KNN accuracy.

knn-search evaluation-metrics evaluation-framework linear-probing embedding-evaluation zero-shot-retrieval zero-shot-classification model-evaluation-metrics embeddings-extraction zero-shot-image-classification text-to-image-evaluation

Updated Jan 15, 2025
Jupyter Notebook

GT4SD / zero-shot-bert-adapters

Implementation of Z-BERT-A: a zero-shot pipeline for unknown intent detection.

nlp deep-learning transformers intent pytorch bert zero-shot intent-classification intent-detection zero-shot-classification

Updated Jun 13, 2023
Python

PrithivirajDamodaran / Alt-ZSC

Alternate Implementation for Zero Shot Text Classification: Instead of reframing NLI/XNLI, this reframes the text backbone of CLIP models to do ZSC. Hence, can be lightweight + supports more languages without trading-off accuracy. (Super simple, a 10th-grader could totally write this but since no 10th-grader did, I did) - Prithivi Da

text-classification weak-labels zeroshot-learning text-labeling text-labelling zero-shot-classification

Updated Apr 5, 2022
Python

ronaldseoh / atsc_prompts

Codes for the experiments in our EMNLP 2021 paper "Open Aspect Target Sentiment Classification with Natural Language Prompts"

lm atsc language-models yelp-reviews natural-language-inference prompts zero-shot-learning nli aspect-based-sentiment-analysis yelp-restaurants few-shot-learning few-shot-classification zero-shot-classification amazon-review-corpus semeval-2014-dataset amazon-reviews-sentiment-analysis natural-language-prompts

Updated Nov 4, 2021
Jupyter Notebook

rhysdg / vision-at-a-clip

Low-latency ONNX and TensorRT based zero-shot classification and detection with contrastive language-image pre-training based prompts

machine-learning clip tensorrt onnx zero-shot-classification zero-shot-object-detection foundation-models grounding-dino siglip

Updated Aug 31, 2024
Jupyter Notebook

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