Popular GitHub Repositories for Zero Shot Classification

An open source implementation of CLIP.

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

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

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

Multi-Aspect Vision Language Pretraining - CVPR2024

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

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

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

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

[CVPR 2024] The official implementation of paper "Sculpting Holistic 3D Representation in Contrastive Language-Image-3D Pre-training"

Airflow Pipeline for Machine Learning

Official PyTorch Code for "ATPrompt: Textual Prompt Learning with Embedded Attributes"

A minimal, but effective implementation of CLIP (Contrastive Language-Image Pretraining) in PyTorch

Code for EMNLP2019 paper : "Benchmarking zero-shot text classification: datasets, evaluation and entailment approach"

Perform topic classification on news articles in several limited-labeled data regimes.

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

The source code used for paper "PIEClass: Weakly-Supervised Text Classification with Prompting and Noise-Robust Iterative Ensemble Training", published in EMNLP 2023.

bullet: A Zero-Shot / Few-Shot Learning, LLM Based, text classification framework

[WACV 2025] LatteCLIP: Unsupervised CLIP Fine-Tuning via LMM-Synthetic Texts

:hugs: Flask API for Hugging Face's facebook/bart-large-mnli model