zero-shot-classification

There are 1 repository under zero-shot-classification topic.

mlfoundations / open_clip
An open source implementation of CLIP.
deep-learning pytorch computer-vision language-model multi-modal-learning contrastive-loss zero-shot-classification pretrained-models
Language:Jupyter Notebook 8620
roboflow / notebooks
Examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM.
amazon-sagemaker-lab automatic-labeling-system computer-vision deep-learning deep-neural-networks google-colab image-classification image-segmentation machine-learning object-detection open-vocabulary-detection open-vocabulary-segmentation pytorch tutorial yolov5 yolov6 yolov7 yolov8 zero-shot-classification zero-shot-detection
Language:Jupyter Notebook 4238
hcaptcha-challenger
QIN2DIM / hcaptcha-challenger
🥂 Gracefully face hCaptcha challenge with MoE(ONNX) embedded solution.
clip computer-vision hcaptcha hcaptcha-solver image-segmentation multi-modal multi-modal-learning object-detection onnx onnx-models onnxruntime opencv-python playwright solver yolo yolov5 zero-shot-classification
Language:Python 1423
OpenGVLab / InternVideo
Video Foundation Models & Data for Multimodal Understanding
foundation-models video-understanding vision-transformer action-recognition masked-autoencoder multimodal open-set-recognition spatio-temporal-action-localization temporal-action-localization video-question-answering video-retrieval zero-shot-classification zero-shot-retrieval benchmark contrastive-learning self-supervised instruction-tuning video-data video-dataset video-clip
Language:Python 989
diffusion-classifier / diffusion-classifier
Diffusion Classifier leverages pretrained diffusion models to perform zero-shot classification without additional training
bayes-theorem classification computer-vision deep-learning diffusion diffusion-models elbo generative generative-models machine-learning monte-carlo robustness supervised-learning zero-shot-classification zero-shot-learning
Language:Python 355
UCSC-VLAA / CLIPA
[NeurIPS 2023] This repository includes the official implementation of our paper "An Inverse Scaling Law for CLIP Training"
contrastive-learning foundation-models multimodal-learning zero-shot-classification zero-shot-learning deep-learning neurips-2023 pytorch
Language:Python 276
nlpodyssey / cybertron
Cybertron: the home planet of the Transformers in Go
bart bert machine-translation question-answering zero-shot-classification bert-as-service transformers huggingface text-classification named-entity-recognition summarization text-categorization text-similarity translation deep-learning machine-learning natural-language-processing nlp
Language:Go 259
Colin97 / OpenShape_code
official code of “OpenShape: Scaling Up 3D Shape Representation Towards Open-World Understanding”
3d 3d-classification 3d-shape-retrieval 3d-understanding image-generation point-cloud point-cloud-caption zero-shot-classification zero-shot-retrieval
Language:Python 213
LAION-AI / scaling-laws-openclip
Reproducible scaling laws for contrastive language-image learning (https://arxiv.org/abs/2212.07143)
deep-learning few-shot-learning fine-tuning laion pre-training pytorch scaling-laws transfer-learning zero-shot-classification zero-shot-retrieval clip openclip
Language:Jupyter Notebook 135
salesforce / MUST
PyTorch code for MUST
clip masked-image-modeling self-training unsupervised-learning zero-shot-classification zero-shot-learning
Language:Python 103
hfapigo
Kardbord / hfapigo
Unofficial (Golang) Go bindings for the Hugging Face Inference API
api go golang huggingface inference-api conversational-ai question-answering summarization translation zero-shot-classification audio-classification fill-in-the-blank object-detection speech-recognition text-classification token-classification speech-recognition-api text-generation natural-language-processing nlp
Language:Go 49
shiming-chen / MSDN
Official PyTorch Implementation of MSDN (CVPR'22)
zero-shot-learning knowledge-distillation semantic-distillation mutual-learning zero-shot-classification
Language:Python 48
akshitac8 / Generative_MLZSL
[TPAMI 2023] Generative Multi-Label Zero-Shot Learning
clswgan generative-adversarial-network gzsl multi-label-classification multi-label-zsl pytorch pytorch-implementation self-attention vaegan zero-shot-classification zero-shot-detection zsl
Language:Python 47
GT4SD / zero-shot-bert-adapters
Implementation of Z-BERT-A: a zero-shot pipeline for unknown intent detection.
bert deep-learning intent intent-classification intent-detection nlp pytorch transformers zero-shot zero-shot-classification
Language:Python 38
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
zero-shot-classification zeroshot-learning weak-labels text-labeling text-labelling text-classification
Language:Python 37
ronaldseoh / atsc_prompts
Codes for the experiments in our EMNLP 2021 paper "Open Aspect Target Sentiment Classification with Natural Language Prompts"
atsc aspect-based-sentiment-analysis semeval-2014-dataset prompts natural-language-prompts language-models nli natural-language-inference lm few-shot-learning zero-shot-learning zero-shot-classification few-shot-classification amazon-review-corpus amazon-reviews-sentiment-analysis yelp-reviews yelp-restaurants
Language:Jupyter Notebook 36
HieuPhan33 / CVPR2024_MAVL
Multi-Aspect Vision Language Pretraining - CVPR2024
medical-vision-and-language-pretraining vision-language-model vision-language-pretraining zero-shot-classification zero-shot-segmentation
Language:Python 28
anastasiia-p / airflow-ml
Airflow Pipeline for Machine Learning
airflow airflow-docker data-science docker-compose huggingface machine-learning nlp pipeline transformers zero-shot-classification mlops
Language:Python 22
yueyu1030 / ReGen
[ACL'23 Findings] This is the code repo for our ACL'23 Findings paper "ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval".
zero-shot-classification zero-shot-learning agnews dataset-generation dense-retrieval imdb language-model nlp retrieval text-classification sst-2 acl2023
Language:Python 18
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.
evaluation-framework evaluation-metrics model-evaluation-metrics text-to-image-evaluation embedding-evaluation embeddings-extraction knn-search linear-probing zero-shot-classification zero-shot-retrieval zero-shot-image-classification
Language:Jupyter Notebook 17
pha123661 / NTU-2022Fall-DLCV
Deep Learning for Computer Vision 深度學習於電腦視覺 by Frank Wang 王鈺強
computer-vision deep-learning gan image-classification image-generation image-segmentation adversarial-domain-adaptation cnn image-captioning long-tailed-recognition novel-view-synthesis point-cloud-segmentation self-supervised-learning vision-language zero-shot-classification
Language:Python 17
CogComp / Benchmarking-Zero-shot-Text-Classification
Code for EMNLP2019 paper : "Benchmarking zero-shot text classification: datasets, evaluation and entailment approach"
natural-language-processing nlp text-classification zero-shot-classification
Language:Python 16
MSQNet
mondalanindya / MSQNet
Actor-agnostic Multi-label Action Recognition with Multi-modal Query [ICCVW '23]
action-recognition animal-behavior charades hmdb51 video-representation-learning vision-and-language vision-language vision-transformer zero-shot-classification
Language:Python 16
UCSC-VLAA / MixCon3D
[CVPR 2024] The official implementation of paper "Sculpting Holistic 3D Representation in Contrastive Language-Image-3D Pre-training"
3d contrastive-learning foundation-models multimodal-learning pytorch zero-shot-classification
Language:Python 15
cloudera / CML_AMP_Few-Shot_Text_Classification
Perform topic classification on news articles in several limited-labeled data regimes.
nlp few-shot-learning zero-shot-classification text-embedding bert
Language:Jupyter Notebook 13
filipbasara0 / simple-clip
A minimal, but effective implementation of CLIP (Contrastive Language-Image Pretraining) in PyTorch
contrastive-learning deep-learning machine-learning pytorch representation-learning self-supervised-learning multi-modal-learning zero-shot-classification siglip
Language:Jupyter Notebook 7
NeuRoNeLab / RS-DatasetsHub
A hub hosting essential remote sensing datasets.
captioning-images classification cross-modal datasets deep-learning remote-sensing satellite-data satellite-imagery zero-shot-classification
7
yzhan238 / PIEClass
The source code used for paper "PIEClass: Weakly-Supervised Text Classification with Prompting and Noise-Robust Iterative Ensemble Training", published in EMNLP 2023.
pretrained-language-model prompt-based-tuning prompt-learning text-classification weak-supervision weakly-supervised-learning zero-shot zero-shot-classification
Language:Python 7
ashwaniYDV / Zero-shot-Image-Recognition
IIT Patna Academic Project | CS244-Introduction to data science | Image classification: Zero-shot Image Recognition
zero-shot-learning zero-shot zero-shot-classification word2vec transfer-learning object-detection
Language:Python 5
KimRass / CLIP
PyTorch implementation of 'CLIP' (Radford et al., 2021) from scratch and training it on Flickr8k + Flickr30k
clip flickr30k flickr8k linear-classification multi-modal zero-shot-classification text-image-retrieval
Language:Python 5
rafaelpierre / bullet
bullet: A Zero-Shot / Few-Shot Learning, LLM Based, text classification framework
chatgpt chatgpt-api few-shot-classification few-shot-learning llms openai python text-classification zero-shot-classification zero-shot-learning named-entity-recognition sequence-classification token-classification
Language:Jupyter Notebook 5
rajatdiptabiswas / flask-api-hugging-face-fb-bart-large-mnli
:hugs: Flask API for Hugging Face's facebook/bart-large-mnli model
huggingface huggingface-transformers zero-shot-learning zero-shot-classification
Language:Python 5
AlaaLab / WebCP
[ NeurIPS 2023 R0-FoMo Workshop ] Official Codebase for "Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data"
clip-model conformal-prediction foundation-models uncertainty-estimation vision-language-model zero-shot-classification zero-shot-learning
Language:Jupyter Notebook 4
andreagurioli1995 / CLIPasFewShotClassifier
Evaluation notebook testing zero-shot and few-shot CLIP capabilities over the cifar100 dataset
computer-vision fewshot-cifar100 machine-learning zero-shot-classification
Language:Jupyter Notebook 4
capjamesg / awesome-clip-projects
A list of projects that use OpenAI's CLIP model.
clip image-search openai openai-clip zero-shot-classification computer-vision
4
inimah / protoinfomax
Code and Data sets for the EMNLP-2021-Findings Paper "ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection"
few-shot-text-classification zero-shot-classification out-of-domain-detection mutual-information regularization-methods
Language:Python 4

zero-shot-classification

mlfoundations / open_clip

roboflow / notebooks

QIN2DIM / hcaptcha-challenger

OpenGVLab / InternVideo

diffusion-classifier / diffusion-classifier

UCSC-VLAA / CLIPA

nlpodyssey / cybertron

Colin97 / OpenShape_code

LAION-AI / scaling-laws-openclip

salesforce / MUST

Kardbord / hfapigo

shiming-chen / MSDN

akshitac8 / Generative_MLZSL

GT4SD / zero-shot-bert-adapters

PrithivirajDamodaran / Alt-ZSC

ronaldseoh / atsc_prompts

HieuPhan33 / CVPR2024_MAVL

anastasiia-p / airflow-ml

yueyu1030 / ReGen

encord-team / text-to-image-eval

pha123661 / NTU-2022Fall-DLCV

CogComp / Benchmarking-Zero-shot-Text-Classification

mondalanindya / MSQNet

UCSC-VLAA / MixCon3D

cloudera / CML_AMP_Few-Shot_Text_Classification

filipbasara0 / simple-clip

NeuRoNeLab / RS-DatasetsHub

yzhan238 / PIEClass

ashwaniYDV / Zero-shot-Image-Recognition

KimRass / CLIP

rafaelpierre / bullet

rajatdiptabiswas / flask-api-hugging-face-fb-bart-large-mnli

AlaaLab / WebCP

andreagurioli1995 / CLIPasFewShotClassifier

capjamesg / awesome-clip-projects

inimah / protoinfomax