Face model - LoRA (Low-Rank Adaptation of Large Language Models) is a popular and lightweight training technique that significantly reduces the number of trainable parameters. It works by inserting a smaller number of new weights into the model and only these are trained. This makes training with LoRA much faster, memory-efficient, and produces smaller ...

 
VSeeFace is a free, highly configurable face and hand tracking VRM and VSFAvatar avatar puppeteering program for virtual youtubers with a focus on robust tracking and high image quality. VSeeFace offers functionality similar to Luppet, 3tene, Wakaru and similar programs. ... Your model’s face should start moving, including some special things .... Karm store

Use Sketchfab to publish, share and embed interactive 3D files. Discover and download thousands of 3D models from games, cultural heritage, architecture, design and more. When the original Resident Evil 3 Remake leak occurred on December 3rd, there was kind of a scramble from fans to figure out who Jill’s photogrammetry (a process used to accurately scan people and objects to create near-photo realistic in-game models) face model was.Many, including our editor-in-chief CJ, speculated that it was Tokyo …About Face Models, is a nationwide model, talent, and staffing agency. AFM accommodates large and small clients from mom and pop shops to Fortune 500 companies. We hand-select the best models or ...Face models pose for head shots to showcase products like makeup and jewelry. As a face model, you may make a variety of facial expressions to demonstrate how a product looks under varying circumstances or help to highlight the product’s features for marketing purposes. You frequently work with new products, take instruction from a ...Precise representations of 3D faces are beneficial to var-ious computer vision and graphics applications. Due to the data discretization and model linearity, however, it re-mains challenging to capture accurate identity and expres-sion clues in current studies. This paper presents a novel 3D morphable face model, namely ImFace, to learn a ...Fast and Simple Face Swap Extension for StableDiffusion WebUI (A1111 SD WebUI, SD WebUI Forge, SD.Next, Cagliostro) Topics. face-swap colab-notebook face-swapping stable-diffusion automatic1111 stable-diffusion-webui stable-diffusion-webui-plugin sdnext Resources. Readme License. AGPL-3.0 license Activity. Stars. 2k starsFalse positives with respect to small objects that they are being confused with faces. Heavy occlusion is going to hurt performance, but the model has been trained with partial occlusion. Other Versions and Major Differences: This model is Inception V2 model with 512 resolution. There are no other versions. Blender 3D face models for download, files in blend with low poly, animated, rigged, game, and VR options. ... CAD-friendly Man Head Model M1P1D0V1head %PDF-1.5 % 2 0 obj /Filter /FlateDecode /Length 586 >> stream xÚmTËŽâ0 ¼ç+¼ $æÀà $0Š ‰Ã £ ­ö ‰a#A %áÀ߯«›ÀÌj DÕå²»«ífðãc ...The 4D Face Model (4DFM) is a 3D Morphable Model of human faces. It models shape variations of the population across ethnicities, age and gender. Our model is created from hundreds of physically accurate 3D scans of human faces. On top of inter-personal variations, the model is able to express and generate a variety of expressions like lip ...Fresh Face je agentura pro modelky z České republiky, která jim vytváří image a rozvíjí jejich kariéru. Nabízíme flexibilní a osobní přístup k rozvoji našich modelek. Zjistěte více o naší filozofii a službách na našem webu.Hi girls and guys ! This is a tool for helping artists who needs lights references on human face. You can move on the timeline to find the direction of the light you need ! There will be more update soon like skull and a woman face. Happy to share this with you, feel free to share it :) (This head was inspired by the Asaro head) !!! Please do not copy the 3D model for resell !!! Zoom Level. Generate realistic faces with AI! Just choose the gender, age, and ethnicity of the face you want and click GENERATE! That's it! Give it a try! Transform your creative projects with Face Studio's powerful AI technology. Generate photos of lifelike human faces in seconds! Do it online for free! Parameters . vocab_size (int, optional, defaults to 30522) — Vocabulary size of the BERT model.Defines the number of different tokens that can be represented by the inputs_ids passed when calling BertModel or TFBertModel. hidden_size (int, optional, defaults to 768) — Dimensionality of the encoder layers and the pooler layer.; num_hidden_layers (int, … Browse 130,660 authentic model face stock photos, high-res images, and pictures, or explore additional fashion model face or male model face stock images to find the right photo at the right size and resolution for your project. Portrait, beauty and facial with a black woman in studio to promote natural skincare or treatment. Hi girls and guys ! This is a tool for helping artists who needs lights references on human face. You can move on the timeline to find the direction of the light you need ! There will be more update soon like skull and a woman face. Happy to share this with you, feel free to share it :) (This head was inspired by the Asaro head) !!! Please do not copy the 3D …What Do Face Models Do? What Are the Qualifications to Get a Job as a Face Model? What are the characteristics for being a good Face Model? What type of modeling pays …Meet the real life Face Models for Leon Kennedy, Ashley Graham, Luis Sera, Ada Wong, Albert Wesker, Hunnigan & more! Resident Evil 2 (2023) SUBSCRIBE: http:/...Fast and Simple Face Swap Extension for StableDiffusion WebUI (A1111 SD WebUI, SD WebUI Forge, SD.Next, Cagliostro) Topics. face-swap colab-notebook face-swapping stable-diffusion automatic1111 stable-diffusion-webui stable-diffusion-webui-plugin sdnext Resources. Readme License. AGPL-3.0 license Activity. Stars. 2k starsThere are two ways to deploy your Hugging Face model trained in SageMaker: Deploy it after your training has finished. Deploy your saved model at a later time from S3 with the model_data.; 📓 Open the deploy_transformer_model_from_s3.ipynb notebook for an example of how to deploy a model from S3 to SageMaker for inference.. Deploy after … Use Sketchfab to publish, share and embed interactive 3D files. Discover and download thousands of 3D models from games, cultural heritage, architecture, design and more. MediaPipe Face Mesh is a face geometry solution that estimates 468 3D face landmarks in real-time even on mobile devices. It employs machine learning (ML) to infer the 3D surface geometry, requiring only a single camera input without the need for a dedicated depth sensor. Utilizing lightweight model architectures together with GPU acceleration ...UK Models can advise you on your model potential, the types of modelling you are suited to and, if modelling is something you are serious about, help you to create and build your personal, professional model portfolio. ... We have over 20 years experience of working with new faces. If you register today we can assess your modeling potential. We ...Free Faces ModelManagement. 17 722 ember kedveli · 32 ember beszél erről. Free Faces is one of the largest & most successful model agencies in Hungary...How to apply. Here at Face, we are always recruiting for new faces who are both new to modelling/acting or established within the industry. We also represent children and supporting artists. Our talent is expected to have a professional attitude, personality, healthy lifestyle, commitment and energy. If you feel you have the right attributes to ...Pull requests. This is a Human Attributes Detection program with facial features extraction. It detects facial coordinates using FaceNet model and uses MXNet facial attribute extraction model for extracting 40 types of facial attributes. This solution also detects Emotion, Age and Gender along with facial attributes.May 5, 2001 · We have developed a system that constructs textured 3D face models from videos with minimal user interaction. Our system takes a video sequence of a face with an ordinary video camera. After five manual clicks on two images to tell the system where the eye corners, nose tip and mouth corners are, the system automatically generates a realistic ... Free 3D Face Models. (89 Files) 89 files 3D Face Models found for free download. These Face 3d models with high detailed, lowpoly, rigged, animated, printable, are ready for your design. Archive available in most of the popular 3d file formats including Blender, 3ds Max, Maya, Cinema 4D, Obj, Fbx, Stl. Modeller comes with over 110 morph targets including the entire Facial Action Coding System (FACS). All expressions and accessory models are automatically adapted to each face: Export to Collada (DAE), Filmbox (FBX), 3D Studio (3DS), Maya ASCII (ma), Lightwave 6.x LWO2 (LWO), Wavefront (OBJ), Softimage dotXSI 3.0 (XSI), VRML 97 (WRL) or STL ... AI fashion model helps diversify your store, improve E-commerce engagement and conversions, reduce returns, promote diversity and inclusion in fashion, and reduce model photo cost by 90%. Can I use AI fashion models for all product photo needs requiringA Blender add-on for creating realistic 3D portraits from images. Heads made with FaceBuilder are animatable, game-ready and can be used for head tracking, capturing facial performance, creating look-alike 3D characters, MetaHumans and 3D avatars or exported in any supported format outside Blender. Single out the most flattering pose and make it the largest one on the layout. Be sure to include all angles of your face such as straight-on, left and right profiles. Add your information. Insert a textbox into the layout and include your data such as your name, age, height and weight. Also include your clothing and shoe size. Download 15,032 Face 3D models - available for free and professional use in a variety of file formats, including FBX, OBJ, MAX, 3DS, and C4D When the original Resident Evil 3 Remake leak occurred on December 3rd, there was kind of a scramble from fans to figure out who Jill’s photogrammetry (a process used to accurately scan people and objects to create near-photo realistic in-game models) face model was.Many, including our editor-in-chief CJ, speculated that it was Tokyo …13,791 Free images of Face Model. Face model images for free download. Browse or use the filters to find your next picture for your project. Royalty-free images. girl face colorful. woman face portrait. paint makeup girl. woman portrait face. woman girl beautiful. woman blonde look. woman beauty curly. portrait adult woman.Free Online 3D Modeling, Rendering, Sharing and Models. Join Clara.io's fast growing community of +100,000 creators! Start Creating! ... The Big mouth scream face by leopoly. 1433 79 0. Big mouth scream face by leopoly. 1192 75 0. face by athon. 692 47 1. face by yogeshjadhav. 539 44 0. Face 1 by alcaeus. 564 42 0. face sin pelo al revz About Face Models is our pride and joy! AFM was founded in 2010 by sisters Jill Davis and Jordan Coltrane who were looking to create a different type of agency — one that treats models, clients, and staff like family. We are proud to now represent over 7,000 male and female models across the United States and be a nationally recognized agency. StarCoder and StarCoderBase are Large Language Models for Code (Code LLMs) trained on permissively licensed data from GitHub, including from 80+ programming languages, Git commits, GitHub issues, and Jupyter notebooks. Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. We fine-tuned StarCoderBase …Fresh Face je agentura pro modelky z České republiky, která jim vytváří image a rozvíjí jejich kariéru. Nabízíme flexibilní a osobní přístup k rozvoji našich modelek. Zjistěte více o naší filozofii a službách na našem webu.He was scouted at the age of 10 and signed to a modeling agency by 12 years old. The Cut, in 2015, notably dubbed him "the One Direction of male models." Lucky Blue Smith, who is now 21, has ...Step 1: Face Detection with the MTCNN Model. The objectives in this step are as follows: retrieve images hosted externally to a local server. read images through matplotlib ’s imread () function ...Uploading models. To upload models to the Hub, you’ll need to create an account at Hugging Face.Models on the Hub are Git-based repositories, which give you versioning, branches, discoverability and sharing features, integration with dozens of libraries, and more!You have control over what you want to upload to your repository, which could …Learn what it takes to get into face modelling, a category of modelling that requires close-up photos of your face for cosmetic brands. Find out about the requirements, tips and …Oct 19, 2023 · The face model for Peter Parker in Marvel’s Spider-Man 2 is New York Models affiliate, Ben Jordan. John Bubniac was the original face of Peter Parker back in 2018, but he was replaced by Ben ... The reward model should be trained on a dataset of paired examples, where each example is a tuple of two sequences. The reward model should be trained to predict which example in the pair is more relevant to the task at hand. The reward trainer expects a very specific format for the dataset. The dataset should contain two 4 entries at least if ...Go to the "Files" tab (screenshot below) and click "Add file" and "Upload file." Finally, drag or upload the dataset, and commit the changes. Now the dataset is hosted on the Hub for free. You (or whoever you want to share the embeddings with) can quickly load them. Let's see how. 3.Visit SportsLine now to see which side of the Tennessee vs. Purdue spread you need to jump on, all from the model on a 152-109 roll on its top-rated college …Steele Model Studio is a model agency offering a highly personalized approach to developing and managing models. Centurion, Pretoria. ... We offer a dedicated team of coaches that provide guidance and support to our new face models through a comprehensive program. We have assisted many new face models to obtain both local …The 4D Face Model (4DFM) is a 3D Morphable Model of human faces. It models shape variations of the population across ethnicities, age and gender. Our model is created from hundreds of physically accurate 3D scans of human faces. On top of inter-personal variations, the model is able to express and generate a variety of expressions like lip ...Free Interactive 3D Model Reference for Drawing Figures, Dynamic Poses, and More SetPose — Online Drawing Mannequin. As an artist, you probably have drawn the human body several times and realized how difficult it is to do it all from memory. Especially when you are you are just a beginner or you're just getting into drawing more complex ...1. The process or taking 2D and 3D images of faces and building a computer model of the faces. This may be a set of facial features and their geometry; the curves of the mouth, eyes, eyebrows, chin and cheeks; or a fully 3D model which incldues depth and colour information.Most other AI tools require you to upload 20 images of yourself, which will then be used to train an AI model of you, which takes about 30 minutes…. However with Pincel the process is pretty straightforward. You start by uploading just 1 clear picture of your face. No need for a professional photoshoot, just your everyday photo will do.Try shooting in natural lighting instead of artificial, which will highlight your model’s cheekbones and nose tip while amplifying her lipstick shade. 5. Keep Your Eyes Open. Most women tend to keep their eyes wide open in photos, which doesn’t look flattering and may make you appear like a deer caught in the headlights.Uploading models. To upload models to the Hub, you’ll need to create an account at Hugging Face.Models on the Hub are Git-based repositories, which give you versioning, branches, discoverability and sharing features, integration with dozens of libraries, and more!You have control over what you want to upload to your repository, which could …Dec 18, 2019 · Open Blender, go to Edit > Preferences > Add-ons, press the Install… button, navigate to the downloaded .ZIP file (for Mac users: double click on the DMG file and find the zip inside) and hit ... Free 3D Face Models. (89 Files) 89 files 3D Face Models found for free download. These Face 3d models with high detailed, lowpoly, rigged, animated, printable, are ready for your design. Archive available in most of the popular 3d file formats including Blender, 3ds Max, Maya, Cinema 4D, Obj, Fbx, Stl.False positives with respect to small objects that they are being confused with faces. Heavy occlusion is going to hurt performance, but the model has been trained with partial occlusion. Other Versions and Major Differences: This model is Inception V2 model with 512 resolution. There are no other versions.Meshes for animation, 3D printing and compatibility with other software. Integrate your custom 3D head mesh and UV layout. FaceGen has been licensed by hundreds of organizations, including Electronic Arts, …Model-Suche. New Faces. Adriana W.. Alissa G. Alizée B. Andrea L. Anela P. Ania V. Anzhelika S. Aurora F. Beatrix H. Blerona B. Cécile Z. Cheyenne N. Christina R ...Model Card for Mistral-7B-v0.1. The Mistral-7B-v0.1 Large Language Model (LLM) is a pretrained generative text model with 7 billion parameters. Mistral-7B-v0.1 outperforms Llama 2 13B on all benchmarks we tested. For full details of this model please read our paper and release blog post. Models. Hugging Face Portal has emerged as a pivotal hub in the AI space. It offers an expansive repository of models that cater to a variety of machine learning tasks. Its collection spans numerous categories, from text generation to image analysis. Each model is crafted to address specific challenges, enabling developers to integrate advanced ... Discover millionsof authentic visual. Create engaging marketing and social posts with royalty-free images and videos. Download and use 100,000+ Model Face stock photos for free. Thousands of new images every day Completely Free to Use High-quality videos and images from Pexels. Use Sketchfab to publish, share and embed interactive 3D files. Discover and download thousands of 3D models from games, cultural heritage, architecture, design and more. The building blocks of our model, including the 3DMM face model, camera model, scene lighting, rendering, and the hierarchical Swin Transformer with the Feature Aggregation Module (FAM) are explained in Section 3. The training methodology and multi-loss functions are described in Section 4. Section 5 provides details of the experiments ...When the original Resident Evil 3 Remake leak occurred on December 3rd, there was kind of a scramble from fans to figure out who Jill’s photogrammetry (a process used to accurately scan people and objects to create near-photo realistic in-game models) face model was.Many, including our editor-in-chief CJ, speculated that it was Tokyo … Download 15,032 Face 3D models - available for free and professional use in a variety of file formats, including FBX, OBJ, MAX, 3DS, and C4D Face models pose for head shots to showcase products like makeup and jewelry. As a face model, you may make a variety of facial expressions to demonstrate how a product looks under varying circumstances or help to highlight the product’s features for marketing purposes. You frequently work with new products, take instruction from a ...Mixtral-8x7B-Instruct-v0.1. The Mixtral-8x7B Large Language Model (LLM) is a pretrained generative Sparse Mixture of Experts. The Mixtral-8x7B outperforms Llama 2 70B on most benchmarks we tested. For full details of this model please read our release blog post. This repo contains weights that are compatible with vLLM serving of the model as ...The “interpretation through synthesis” approach to analyze face images, particularly Active Appearance Models (AAMs) method, has become one of the most successful face modeling approaches over the last two decades. AAM models have ability to represent face images through synthesis using a controllable parameterized Principal …When you use a pretrained model, you train it on a dataset specific to your task. This is known as fine-tuning, an incredibly powerful training technique. In this tutorial, you will fine-tune a pretrained model with a deep learning framework of your choice: Fine-tune a pretrained model with 🤗 Transformers Trainer.Free Online 3D Modeling, Rendering, Sharing and Models. Join Clara.io's fast growing community of +100,000 creators! Start Creating! ... The Big mouth scream face by leopoly. 1433 79 0. Big mouth scream face by leopoly. 1192 75 0. face by athon. 692 47 1. face by yogeshjadhav. 539 44 0. Face 1 by alcaeus. 564 42 0. face sin pelo al revzOct 19, 2023 · The face model for Peter Parker in Marvel’s Spider-Man 2 is New York Models affiliate, Ben Jordan. John Bubniac was the original face of Peter Parker back in 2018, but he was replaced by Ben ... Artificial Intelligence based tool. Use our machine learning technology to convert the main features of a face from an image to a 3d model. Bring it in to Zbrush, Blender or any other modeling package of your choice to create impressive 3D portraits or custom models with our time saving tool. Who are we? We’re a team of dedicated computer vision, machine learning and deep learning experts, specialised in 3D faces and everything around them. Our mission is to deliver robust and state-of-the-art solutions to …LoRA (Low-Rank Adaptation of Large Language Models) is a popular and lightweight training technique that significantly reduces the number of trainable parameters. It works by inserting a smaller number of new weights into the model and only these are trained. This makes training with LoRA much faster, memory-efficient, and produces smaller ...3d head modeling, I made it in blender, but is the same workflow in maya, 3ds max, cinema 4d and any 3d package.I use the extrude vertices technique because ...Looking for an easy 3D modeling tool & tutorials? Figuro is a free, online 3D modeling app. It can be used for game development, 3d printing, architecture and so on. Easy modeling, directly in your browser. No installation required.Waltz dance poses. Watching tv poses. Waving poses. Wings references. Witch drawing references. Wizard poses. Yoga poses. Create figure drawing reference with this free character posing tool. Pose 3D models with premade animations to create dynamic pose reference for your art.Download and use 100,000+ Face Model stock photos for free. Thousands of new images every day Completely Free to Use High-quality videos and images from PexelsFree 3D human face models for download, files in 3ds, max, c4d, maya, blend, obj, fbx with low poly, animated, rigged, game, and VR options. 3D Models ... CG boy spadger body hair head face model 3D model FBX + obj ma: $79. $79. fbx obj ma Free. details. close. FREE Asian Female 30s head scan 049 Other: Free. Free.Train a diffusion model. Unconditional image generation is a popular application of diffusion models that generates images that look like those in the dataset used for training. Typically, the best results are obtained from finetuning a pretrained model on a specific dataset. You can find many of these checkpoints on the Hub, but if you can’t ...1. The process or taking 2D and 3D images of faces and building a computer model of the faces. This may be a set of facial features and their geometry; the curves of the mouth, eyes, eyebrows, chin and cheeks; or a fully 3D model which incldues depth and colour information.Browse 2,381,871 professional face model stock photos, images & pictures available royalty-free. Download Face Model stock photos. Free or royalty-free photos and images. Use them in commercial designs under lifetime, perpetual & worldwide rights. Dreamstime is the world`s largest stock photography community.The Model Hub is where the members of the Hugging Face community can host all of their model checkpoints for simple storage, discovery, and sharing. Download pre-trained models with the huggingface_hub client library, with 🤗 Transformers for fine-tuning and other usages or with any of the over 15 integrated libraries.steps of registration to model-building and 3D/2D model fitting. (iii) Along with the framework release, we publish a new version of the Basel Face Model (BFM-2017) with an improved age distribution and an additional facial expression model. I. INTRODUCTION A popular approach for modeling the variability of human faces is the Morphable Model.Learn how to create realistic and natural-looking human faces in 3D modeling by understanding facial anatomy, edge planning, and topology. This article covers the basics …The Hugging Face Model Hub is a treasure trove for anyone involved in machine learning and natural language processing. Its user-friendly interface, coupled with a vast collection of models, makes it an indispensable resource. Whether you are a seasoned researcher or a budding enthusiast in the field of AI, the Model Hub is a platform worth ...Hi girls and guys ! This is a tool for helping artists who needs lights references on human face. You can move on the timeline to find the direction of the light you need ! There will …An inference API, currently backed by Google’s TPU cloud and a FLAX version of the model, also allows quick tests, prototyping, and lower-scale use. You can already play with it on the Hugging Face Hub. This is only the beginning. BLOOM’s capabilities will continue to improve as the workshop continues to experiment and tinker …

Nov 30, 2020 · FaceBuilder add-on for Blender can help with building 3D models of human faces and heads using a couple of photographs. With FaceBuilder you don’t need to be... . Luke's beef chicago

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steps of registration to model-building and 3D/2D model fitting. (iii) Along with the framework release, we publish a new version of the Basel Face Model (BFM-2017) with an improved age distribution and an additional facial expression model. I. INTRODUCTION A popular approach for modeling the variability of human faces is the Morphable Model. A beauty model agency, also known as a beauty modeling agency, is an agency that represents models specifically for beauty-focused projects, such as cosmetics campaigns, skincare promotions, haircare advertisements, and other beauty-related assignments. These agencies specialize in finding and promoting models who have the right look, features ... This paper presents a novel 3D morphable face model, namely ImFace, to learn a nonlinear and continuous space with implicit neural representations. It builds two explicitly disentangled deformation fields to model complex shapes associated with identities and ex-pressions, respectively, and designs an improved learning strategy to extend ... FACE MODEL MANAGEMENT. MODEL MANAGEMENT. MAGYAR ENGLISH. FACE specializes in representation and personal management of Hungarian models, with a proven track record of discovering over the last years, and introducing models to the local and international scene. About Us - About Face Models. a-bout-face n. a total change of attitude or viewpoint. Our name exemplifies this perfectly along with our model and client testimonials. About Face … Download 15,032 Face 3D models - available for free and professional use in a variety of file formats, including FBX, OBJ, MAX, 3DS, and C4D 1. The process or taking 2D and 3D images of faces and building a computer model of the faces. This may be a set of facial features and their geometry; the curves of the mouth, eyes, eyebrows, chin and cheeks; or a fully 3D model which incldues depth and colour information.Meshes for animation, 3D printing and compatibility with other software. Integrate your custom 3D head mesh and UV layout. FaceGen has been licensed by hundreds of organizations, including Electronic Arts, …Precise representations of 3D faces are beneficial to various computer vision and graphics applications. Due to the data discretization and model linearity, however, it remains challenging to capture accurate identity and expression clues in current studies. This paper presents a novel 3D morphable face model, namely ImFace, to learn a nonlinear and …When the original Resident Evil 3 Remake leak occurred on December 3rd, there was kind of a scramble from fans to figure out who Jill’s photogrammetry (a process used to accurately scan people and objects to create near-photo realistic in-game models) face model was.Many, including our editor-in-chief CJ, speculated that it was Tokyo … Single out the most flattering pose and make it the largest one on the layout. Be sure to include all angles of your face such as straight-on, left and right profiles. Add your information. Insert a textbox into the layout and include your data such as your name, age, height and weight. Also include your clothing and shoe size. Sketchfab Search. Use Sketchfab to publish, share and embed interactive 3D files. Discover and download thousands of 3D models from games, cultural heritage, architecture, …When you use a pretrained model, you train it on a dataset specific to your task. This is known as fine-tuning, an incredibly powerful training technique. In this tutorial, you will fine-tune a pretrained model with a deep learning framework of your choice: Fine-tune a pretrained model with 🤗 Transformers Trainer.Introduction. This is the website of the 3D Basel Face Model (BFM) published by the Computer Science department of the University of Basel. The Morphable Model is calculated from registered 3D scans of 100 male and 100 female faces. We distribute the BFM plus additional data for applications and experiments in academic research and education..

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