LVFace

--- license: mit language: - en pipeline_tag: image-feature-extraction library_name: lvface pretty_name: "LVFace" tags: - Face - VIT - lvface --- <h2 align="center"> <a href="https://arxiv.org/abs/2501.13420">[ICCV 2025 Highlight] LVFace: Progressive Cluster Optimization for Large Vision Models in Face Recognition</a></h2> <h5 align="center">If you like LVFace, please give us a star ⭐ on GitHub for the latest update. </h5> <h5 align="center"> <a href='https://arxiv.org/abs/2501.13420'><img src='https://img.shields.io/badge/Arxiv-Paper-Red'></a> <a href="https://huggingface.co/bytedance-research/LVFace"> <img src="https://img.shields.io/badge/HuggingFace-Model-yellow?logo=huggingface&logoColor=yellow" alt="Model" /> </a> <a href="https://github.com/bytedance/LVFace"> <img src="https://img.shields.io/badge/Code-GitHub-orange?logo=github&logoColor=white" alt="Code" /> </a> <a href="https://opensource.org/license/MIT"> <img src="https://img.shields.io/badge/License-MIT-yellow.svg" alt="License" /> </a> </h5> <div align="center"> <!-- <h5 align="center"> --> This is the official PyTorch implementation for the inference of LVFace. Drawing inspiration from the massive data support, multi-stage training paradigm, and Transformer architecture of large-model technology, this method, based on Large Vision Transformer, has carried out progressive optimization of the face clustering space through multiple stages on massive datasets. <!-- </h5> --> </div> <div align="center"> <img src="docs/LVFace.png" alt="LVFace 示意图" width="80%"> </div> <br> ## News - 🔥🔥🔥 We have released the training weights of LVFace. Please click [here](https://huggingface.co/bytedance-research/LVFace/tree/main) to download it. (August, 2025 UTC) - 🎉🎉🎉 LVFace has been recommended as **ICCV Highlight**. (July, 2025 UTC) - 🎉🎉🎉 LVFace is accepted by **ICCV 2025**. (July, 2025 UTC) - 🔥🔥🔥 We have updated the arXiv report of LVFace. Please click [here](https://arxiv.org/abs/2501.13420) to view it. (March, 2025 UTC) - 🎉🎉🎉 LVFace secured **1st place** in the ICCV 2021 Masked Face Recognition (MFR)-Ongoing Challenge (academic track). (December, 2024 UTC) <div align="center"> <img src="docs/MFR.png" alt="LVFace 示意图" width="30%"> </div> ## Requirements All required dependencies are listed in `requirements.txt`: ```txt onnxruntime-gpu==1.19.2 torch torchvision torchaudio --i...