A pytorch implementation of the paper Unsupervised Deep Embedding for Clustering Analysis.

Invariant Information Clustering for Unsupervised Image Classification and Segmentation

Deep Comprehensive Correlation Mining

Torch installation in a self-contained folder

Torch code for our CVPR 2016 paper "Joint Unsupervised LEarning of Deep Representations and Image Clusters"

A curated list of awesome prompt/adapter learning methods for vision-language models like CLIP.

NLX-GPT: A Model for Natural Language Explanations in Vision and Vision-Language Tasks, CVPR 2022 (Oral)

Interpreting and Analyzing CLIP's Zero-Shot Image Classification via Mutual Knowledge, NeurIPS 2024

Implementation of CLIPCEIL: Boosting Domain Generalization for CLIP by Channel rEfinement and Image-text aLignment in Neurips-24

Pytorch implementation of Supporting Clustering with Contrastive Learning, NAACL 2021

The python code of AR-DMVC (ICML'24)

Official code for the NeurIPS'22 paper "On the Robustness of Deep Clustering Models: Adversarial Attacks and Defenses"

Code for the paper "Interactive Deep Clustering via Value Mining" (NeurIPS 2024)

Code for the AAAI 2022 publication "Well-classified Examples are Underestimated in Classification with Deep Neural Networks"

[CVPR 2021] Multi-Modal-CelebA-HQ: A Large-Scale Text-Driven Face Generation and Understanding Dataset

[CVPR 2021] Pytorch implementation for TediGAN: Text-Guided Diverse Face Image Generation and Manipulation

[ICCV 2023] CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training

VCoder: Versatile Vision Encoders for Multimodal Large Language Models, arXiv 2023 / CVPR 2024

[ICML 2024] Let Go of Your Labels with Unsupervised Transfer

[ICML 2024] Official implementation for "Image Fusion via Vision-Language Model".

clustering

A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.

Prompt Learning for Vision-Language Models (IJCV'22, CVPR'22)

This repo is the official implementation of TMI2024 paper "Prompt-driven Latent Domain Generalization for Medical Image Classification".

ESA: External Space Attention Aggregation for Image-Text Retrieval

[BMVC2023] Official code for TEMI: Exploring the Limits of Deep Image Clustering using Pretrained Models

The official code for our paper "Clustering by Maximizing Mutual Information Across Views" accepted in ICCV-2021

Invariant Information Clustering for Unsupervised Image Classification and Segmentation

Nonlinear Information Bottleneck