name | description | authors | links | colaboratory | update |
---|---|---|---|---|---|
TAPIR | Tracking Any Point with per-frame Initialization and temporal Refinement | 23.05.2024 | |||
StoryDiffusion | Way of self-attention calculation, termed Consistent Self-Attention, that significantly boosts the consistency between the generated images and augments prevalent pretrained diffusion-based text-to-image models in a zero-shot manner | 04.05.2024 | |||
FILM | A frame interpolation algorithm that synthesizes multiple intermediate frames from two input images with large in-between motion | 03.05.2024 | |||
AlphaFold | Highly accurate protein structure prediction | 15.04.2024 | |||
Würstchen | Architecture for text-to-image synthesis that combines competitive performance with unprecedented cost-effectiveness for large-scale text-to-image diffusion models | 06.04.2024 | |||
AQLM | Extreme Compression of Large Language Models via Additive Quantization | 08.03.2024 | |||
Multi-LoRA Composition | LoRA Switch and LoRA Composite, approaches that aim to surpass traditional techniques in terms of accuracy and image quality, especially in complex compositions | 03.03.2024 | |||
AMARETTO | Multiscale and multimodal inference of regulatory networks to identify cell circuits and their drivers shared and distinct within and across biological systems of human disease | 28.02.2024 | |||
LIDA | Tool for generating grammar-agnostic visualizations and infographics | Victor Dibia |
|
06.02.2024 | |
ViT | Vision Transformer and MLP-Mixer Architectures |
|
06.02.2024 | ||
DeepLabCut | Efficient method for markerless pose estimation based on transfer learning with deep neural networks that achieves excellent results with minimal training data | 02.02.2024 | |||
3D Ken Burns | A reference implementation of 3D Ken Burns Effect from a Single Image using PyTorch - given a single input image, it animates this still image with a virtual camera scan and zoom subject to motion parallax | Manuel Romero | 24.01.2024 | ||
VALL-E X | Cross-lingual neural codec language model for cross-lingual speech synthesis | 19.01.2024 | |||
PhotoMaker | Efficient personalized text-to-image generation method, which mainly encodes an arbitrary number of input ID images into a stack ID embedding for preserving ID information |
|
18.01.2024 | ||
DDColor | End-to-end method with dual decoders for image colorization | 15.01.2024 | |||
PASD | Pixel-aware stable diffusion network to achieve robust Real-ISR as well as personalized stylization | 12.01.2024 | |||
HandRefiner | Refining Malformed Hands in Generated Images by Diffusion-based Conditional Inpainting | 08.01.2024 | |||
audio2photoreal | Framework for generating full-bodied photorealistic avatars that gesture according to the conversational dynamics of a dyadic interaction | 08.01.2024 | |||
GraphCast | Learning skillful medium-range global weather forecasting |
|
04.01.2024 | ||
ESM | Evolutionary Scale Modeling: Pretrained language models for proteins | 28.12.2023 | |||
CoTracker | Architecture that jointly tracks multiple points throughout an entire video |
|
28.12.2023 | ||
LLaVA | Large Language and Vision Assistant, an end-to-end trained large multimodal model that connects a vision encoder and LLM for general-purpose visual and language understanding | 22.12.2023 | |||
Background Matting V2 | Real-time, high-resolution background replacement technique which operates at 30fps in 4K resolution, and 60fps for HD on a modern GPU |
|
22.12.2023 | ||
Gaussian Splatting | State-of-the-art visual quality while maintaining competitive training times and importantly allow high-quality real-time (≥ 100 fps) novel-view synthesis at 1080p resolution |
|
19.12.2023 | ||
SMPLer-X | Scaling up EHPS towards the first generalist foundation model, with up to ViT-Huge as the backbone and training with up to 4.5M instances from diverse data sources |
|
18.12.2023 | ||
DeepCache | Training-free paradigm that accelerates diffusion models from the perspective of model architecture | 18.12.2023 | |||
MagicAnimate | Diffusion-based framework that aims at enhancing temporal consistency, preserving reference image faithfully, and improving animation fidelity | 18.12.2023 | |||
DiffBIR | Towards Blind Image Restoration with Generative Diffusion Prior | 18.12.2023 | |||
SPIN | Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop |
|
12.12.2023 | ||
AudioLDM | Text-to-audio system that is built on a latent space to learn the continuous audio representations from contrastive language-audio pretraining latents |
|
02.12.2023 | ||
TabPFN | Neural network that learned to do tabular data prediction |
|
29.11.2023 | ||
Concept Sliders | Plug-and-play low rank adaptors applied on top of pretrained models |
|
26.11.2023 | ||
Qwen-VL | Set of large-scale vision-language models designed to perceive and understand both text and images |
|
24.11.2023 | ||
AnimeGANv3 | Double-tail generative adversarial network for fast photo animation |
|
23.11.2023 | ||
PixArt-Σ | Weak-to-Strong Training of Diffusion Transformer for 4K Text-to-Image Generation |
|
07.11.2023 | ||
Show-1 | Hybrid model, dubbed as Show-1, which marries pixel-based and latent-based VDMs for text-to-video generation |
|
15.10.2023 | ||
AudioSep | Foundation model for open-domain audio source separation with natural language queries | 12.10.2023 | |||
DA-CLIP | Degradation-aware vision-language model to better transfer pretrained vision-language models to low-level vision tasks as a universal framework for image restoration | 11.10.2023 | |||
SadTalker | Generates 3D motion coefficients of the 3DMM from audio and implicitly modulates a novel 3D-aware face render for talking head generation |
|
10.10.2023 | ||
Musika | Music generation system that can be trained on hundreds of hours of music using a single consumer GPU, and that allows for much faster than real-time generation of music of arbitrary length on a consumer CPU | 09.10.2023 | |||
YOLOv6 | Single-stage object detection framework dedicated to industrial applications | 08.10.2023 | |||
DreamGaussian | Algorithm to convert 3D Gaussians into textured meshes and apply a fine-tuning stage to refine the details |
|
04.10.2023 | ||
ICON | Given a set of images, method estimates a detailed 3D surface from each image and then combines these into an animatable avatar |
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31.08.2023 | ||
DINOv2 | Produce high-performance visual features that can be directly employed with classifiers as simple as linear layers on a variety of computer vision tasks; these visual features are robust and perform well across domains without any requirement for fine-tuning |
others |
31.08.2023 | ||
Neuralangelo | Framework for high-fidelity 3D surface reconstruction from RGB video captures | 27.08.2023 | |||
OWL-ViT | Simple Open-Vocabulary Object Detection with Vision Transformers | 21.08.2023 | |||
Wav2Lip | A Lip Sync Expert Is All You Need for Speech to Lip Generation In the Wild | 19.08.2023 | |||
StyleGAN3 | Alias-Free Generative Adversarial Networks |
|
13.08.2023 | ||
Big GAN | Large Scale GAN Training for High Fidelity Natural Image Synthesis | 03.08.2023 | |||
LaMa | Resolution-robust Large Mask Inpainting with Fourier Convolutions |
|
01.08.2023 | ||
MakeItTalk | A method that generates expressive talking-head videos from a single facial image with audio as the only input | 27.07.2023 | |||
HiDT | A generative image-to-image model and a new upsampling scheme that allows to apply image translation at high resolution | 24.07.2023 | |||
CutLER | Simple approach for training unsupervised object detection and segmentation models |
|
24.07.2023 | ||
Recognize Anything & Tag2Text | Vision language pre-training framework, which introduces image tagging into vision-language models to guide the learning of visual-linguistic features | 09.07.2023 | |||
Thin-Plate Spline Motion Model | End-to-end unsupervised motion transfer framework |
|
07.07.2023 | ||
DragGAN | Drag Your GAN: Interactive Point-based Manipulation on the Generative Image Manifold | 03.07.2023 | |||
Fast Segment Anything | CNN Segment Anything Model trained using only 2% of the SA-1B dataset published by SAM authors | 30.06.2023 | |||
MobileSAM | Towards Lightweight SAM for Mobile Applications | 30.06.2023 | |||
Grounding DINO | Marrying DINO with Grounded Pre-Training for Open-Set Object Detection | 28.06.2023 | |||
T5X | Modular, composable, research-friendly framework for high-performance, configurable, self-service training, evaluation, and inference of sequence models at many scales |
others |
27.06.2023 | ||
First Order Motion Model for Image Animation | Transferring facial movements from video to image | Aliaksandr Siarohin | 04.06.2023 | ||
Parallel WaveGAN | State-of-the-art non-autoregressive models to build your own great vocoder | Tomoki Hayashi |
|
01.06.2023 | |
ECON | designed for "Human digitization from a color image", which combines the best properties of implicit and explicit representations, to infer high-fidelity 3D clothed humans from in-the-wild images, even with loose clothing or in challenging poses | 31.05.2023 | |||
MMS | The Massively Multilingual Speech project expands speech technology from about 100 languages to over 1000 by building a single multilingual speech recognition model supporting over 1100 languages, language identification models able to identify over 4000 languages, pretrained models supporting over 1400 languages, and text-to-speech models for over 1100 languages |
|
26.05.2023 | ||
DFL-Colab | This project provides you IPython Notebook to use DeepFaceLab | chervonij | 30.04.2023 | ||
FAB | Flow AIS Bootstrap uses AIS to generate samples in regions where the flow is a poor approximation of the target, facilitating the discovery of new modes | 29.04.2023 | |||
CodeFormer | Transformer-based prediction network to model global composition and context of the low-quality faces for code prediction, enabling the discovery of natural faces that closely approximate the target faces even when the inputs are severely degraded |
|
21.04.2023 | ||
Text2Video-Zero | Text-to-Image Diffusion Models are Zero-Shot Video Generators | 11.04.2023 | |||
Segment Anything | The Segment Anything Model produces high quality object masks from input prompts such as points or boxes, and it can be used to generate masks for all objects in an image | 10.04.2023 | |||
EVA3D | High-quality unconditional 3D human generative model that only requires 2D image collections for training | 06.04.2023 | |||
Stable Dreamfusion | Using a pretrained 2D text-to-image diffusion model to perform text-to-3D synthesis |
|
04.04.2023 | ||
UniFormer | Unified Transformer for Efficient Spatiotemporal Representation Learning | 31.03.2023 | |||
PIFuHD | Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization | 26.03.2023 | |||
VideoReTalking | System to edit the faces of a real-world talking head video according to input audio, producing a high-quality and lip-syncing output video even with a different emotion |
|
19.03.2023 | ||
Visual ChatGPT | Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting | 15.03.2023 | |||
Tune-A-Video | One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation |
|
23.02.2023 | ||
GPEN | GAN Prior Embedded Network for Blind Face Restoration in the Wild |
|
15.02.2023 | ||
Disco Diffusion | A frankensteinian amalgamation of notebooks, models and techniques for the generation of AI Art and Animations | 11.02.2023 | |||
Open-Unmix | A deep neural network reference implementation for music source separation, applicable for researchers, audio engineers and artists | 09.02.2023 | |||
GrooVAE | Some applications of machine learning for generating and manipulating beats and drum performances | 01.02.2023 | |||
Multitrack MusicVAE | The models in this notebook are capable of encoding and decoding single measures of up to 8 tracks, optionally conditioned on an underlying chord | 01.02.2023 | |||
MusicVAE | A Hierarchical Latent Vector Model for Learning Long-Term Structure in Music | 01.02.2023 | |||
Learning to Paint | Learning to Paint With Model-based Deep Reinforcement Learning | Manuel Romero | 01.02.2023 | ||
VALL-E | Language modeling approach for text to speech synthesis |
|
18.01.2023 | ||
Instant-NGP | Instant Neural Graphics Primitives with a Multiresolution Hash Encoding | 18.01.2023 | |||
Fourier Feature Networks | Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains |
|
17.01.2023 | ||
AlphaPose | Whole-Body Regional Multi-Person Pose Estimation and Tracking in Real-Time |
|
07.01.2023 | ||
HybrIK | Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation | 01.01.2023 | |||
Demucs | Hybrid Spectrogram and Waveform Source Separation | Alexandre Défossez | 21.11.2022 | ||
MotionDiffuse | The first diffusion model-based text-driven motion generation framework, which demonstrates several desired properties over existing methods | 13.10.2022 | |||
VToonify | Leverages the mid- and high-resolution layers of StyleGAN to render high-quality artistic portraits based on the multi-scale content features extracted by an encoder to better preserve the frame details |
|
07.10.2022 | ||
PyMAF | Pyramidal Mesh Alignment Feedback loop in regression network for well-aligned body mesh recovery and extend it for the recovery of expressive full-body models |
|
06.10.2022 | ||
AlphaTensor | Discovering faster matrix multiplication algorithms with reinforcement learning |
|
04.10.2022 | ||
Swin2SR | Novel Swin Transformer V2, to improve SwinIR for image super-resolution, and in particular, the compressed input scenario | 03.10.2022 | |||
Functa | From data to functa: Your data point is a function and you can treat it like one | 24.09.2022 | |||
Whisper | Automatic speech recognition system trained on 680,000 hours of multilingual and multitask supervised data collected from the web |
|
21.09.2022 | ||
DeOldify (video) | Colorize your own videos! | Jason Antic | 19.09.2022 | ||
DeOldify (photo) | Colorize your own photos! | 19.09.2022 | |||
Real-ESRGAN | Extend the powerful ESRGAN to a practical restoration application, which is trained with pure synthetic data | 18.09.2022 | |||
IDE-3D | Interactive Disentangled Editing for High-Resolution 3D-aware Portrait Synthesis | 08.09.2022 | |||
Decision Transformers | An architecture that casts the problem of RL as conditional sequence modeling |
|
06.09.2022 | ||
Dream Fields | Zero-Shot Text-Guided Object Generation |
|
05.09.2022 | ||
GANgealing | Framework for learning discriminative models and their GAN-generated training data jointly end-to-end |
|
01.09.2022 | ||
textual-inversion | An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion | 21.08.2022 | |||
StyleGAN-Human | A Data-Centric Odyssey of Human Generation |
|
19.08.2022 | ||
Make-A-Scene | Scene-Based Text-to-Image Generation with Human Priors | 12.08.2022 | |||
StyleGAN-NADA | Zero-Shot non-adversarial domain adaptation of pre-trained generators |
|
09.08.2022 | ||
YOLOv7 | Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors | 09.08.2022 | |||
GLIP | Grounded language-image pre-training model for learning object-level, language-aware, and semantic-rich visual representations |
|
30.07.2022 | ||
Anycost GAN | Interactive natural image editing |
|
20.07.2022 | ||
GFPGAN | Towards Real-World Blind Face Restoration with Generative Facial Prior |
|
13.07.2022 | ||
EPro-PnP | Generalized End-to-End Probabilistic Perspective-n-Points for Monocular Object Pose Estimation |
|
12.07.2022 | ||
VQ-Diffusion | Based on a VQ-VAE whose latent space is modeled by a conditional variant of the recently developed Denoising Diffusion Probabilistic Model | 30.06.2022 | |||
OPT | Open Pre-trained Transformers is a family of NLP models trained on billions of tokens of text obtained from the internet |
|
29.06.2022 | ||
Customizing a Transformer Encoder | We will learn how to customize the encoder to employ new network architectures | Chen Chen | 22.06.2022 | ||
MTTR | End-to-End Referring Video Object Segmentation with Multimodal Transformers | 20.06.2022 | |||
SwinIR | Image Restoration Using Swin Transformer | 17.06.2022 | |||
VRT | A Video Restoration Transformer | 15.06.2022 | |||
Omnivore | A single model which excels at classifying images, videos, and single-view 3D data using exactly the same model parameters |
|
14.06.2022 | ||
Detic | Detecting Twenty-thousand Classes using Image-level Supervision | 07.06.2022 | |||
T0 | Multitask Prompted Training Enables Zero-Shot Task Generalization |
others |
29.05.2022 | ||
AvatarCLIP | A zero-shot text-driven framework for 3D avatar generation and animation | 15.05.2022 | |||
Text2Mesh | Text-Driven Neural Stylization for Meshes | 14.05.2022 | |||
T5 | Text-To-Text Transfer Transformer | 11.05.2022 | |||
XLS-R | Self-supervised Cross-lingual Speech Representation Learning at Scale | 10.05.2022 | |||
DiffCSE | Unsupervised contrastive learning framework for learning sentence embeddings | 24.04.2022 | |||
ViDT+ | An Extendable, Efficient and Effective Transformer-based Object Detector | 20.04.2022 | |||
NAFNet | Nonlinear Activation Free Network for Image Restoration | 15.04.2022 | |||
Panini-Net | GAN Prior based Degradation-Aware Feature Interpolation for Face Restoration | 13.04.2022 | |||
Deep Painterly Harmonization | Algorithm produces significantly better results than photo compositing or global stylization techniques and that it enables creative painterly edits that would be otherwise difficult to achieve | 07.04.2022 | |||
E2FGVI | An End-to-End framework for Flow-Guided Video Inpainting through elaborately designed three trainable modules, namely, flow completion, feature propagation, and content hallucination modules | 06.04.2022 | |||
LDM | High-Resolution Image Synthesis with Latent Diffusion Models | 04.04.2022 | |||
GP-UNIT | Novel framework, Generative Prior-guided UNsupervised Image-to-image Translation, to improve the overall quality and applicability of the translation algorithm | 02.04.2022 | |||
DualStyleGAN | More challenging exemplar-based high-resolution portrait style transfer by introducing a novel DualStyleGAN with flexible control of dual styles of the original face domain and the extended artistic portrait domain | 24.03.2022 | |||
CLIPasso | Semantically-Aware Object Sketching | 21.03.2022 | |||
StyleSDF | A high resolution, 3D-consistent image and shape generation technique |
|
05.03.2022 | ||
Disentangled Lifespan Face Synthesis | LFS model is proposed to disentangle the key face characteristics including shape, texture and identity so that the unique shape and texture age transformations can be modeled effectively | 22.02.2022 | |||
Mask2Former | Masked-attention Mask Transformer for Universal Image Segmentation | 09.02.2022 | |||
SpecVQGAN | Taming the visually guided sound generation by shrinking a training dataset to a set of representative vectors |
|
03.02.2022 | ||
JoJoGAN | One Shot Face Stylization | 02.02.2022 | |||
Pose with Style | Detail-Preserving Pose-Guided Image Synthesis with Conditional StyleGAN | 19.01.2022 | |||
ConvNeXt | A pure ConvNet model constructed entirely from standard ConvNet modules | 19.01.2022 | |||
diffsort | Differentiable Sorting Networks | 17.01.2022 | |||
Taming Transformers for High-Resolution Image Synthesis | We combine the efficiancy of convolutional approaches with the expressivity of transformers by introducing a convolutional VQGAN, which learns a codebook of context-rich visual parts, whose composition is modeled with an autoregressive transformer | 13.01.2022 | |||
FuseDream | Training-Free Text-to-Image Generation with Improved CLIP+GAN Space Optimization | 02.01.2022 | |||
GLIDE | Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models | 22.12.2021 | |||
Nerfies | First method capable of photorealistically reconstructing deformable scenes using photos/videos captured casually from mobile phones | 06.12.2021 | |||
PoolFormer | MetaFormer Is Actually What You Need for Vision | 05.12.2021 | |||
HyperStyle | A hypernetwork that learns to modulate StyleGAN's weights to faithfully express a given image in editable regions of the latent space | 03.12.2021 | |||
encoder4editing | Designing an Encoder for StyleGAN Image Manipulation | 02.12.2021 | |||
StyleCariGAN | Caricature Generation via StyleGAN Feature Map Modulation |
|
30.11.2021 | ||
CartoonGAN | The implementation of the cartoon GAN model with PyTorch | Tobias Sunderdiek | 24.11.2021 | ||
SimSwap | An efficient framework, called Simple Swap, aiming for generalized and high fidelity face swapping | 24.11.2021 | |||
RVM | Robust High-Resolution Video Matting with Temporal Guidance |
|
24.11.2021 | ||
RVM | Robust, real-time, high-resolution human video matting method that achieves new state-of-the-art performance |
|
24.11.2021 | ||
AnimeGANv2 | An improved version of AnimeGAN - it prevents the generation of high-frequency artifacts by simply changing the normalization of features in the network |
|
17.11.2021 | ||
SOAT | StyleGAN of All Trades: Image Manipulation with Only Pretrained StyleGAN | 13.11.2021 | |||
Arnheim | Generative Art Using Neural Visual Grammars and Dual Encoders | 11.11.2021 | |||
StyleGAN 2 | Generation of faces, cars, etc. | Mikael Christensen | 05.11.2021 | ||
ByteTrack | Multi-Object Tracking by Associating Every Detection Box | 30.10.2021 | |||
GPT-2 | Retrain an advanced text generating neural network on any text dataset using gpt-2-simple! | Max Woolf | 18.10.2021 | ||
ConvMixer | An extremely simple model that is similar in spirit to the ViT and the even-more-basic MLP-Mixer in that it operates directly on patches as input, separates the mixing of spatial and channel dimensions, and maintains equal size and resolution throughout the network | 05.10.2021 | |||
IC-GAN | Instance-Conditioned GAN |
|
01.10.2021 | ||
Skillful Precipitation Nowcasting Using Deep Generative Models of Radar | Open-sourced dataset and model snapshot for precipitation nowcasting | 29.09.2021 | |||
Live Speech Portraits | Real-Time Photorealistic Talking-Head Animation |
|
26.09.2021 | ||
StylEx | Training a GAN to explain a classifier in StyleSpace |
|
25.08.2021 | ||
VITS | Parallel end-to-end TTS method that generates more natural sounding audio than current two-stage models | 23.08.2021 | |||
Bringing Old Photo Back to Life | Restoring old photos that suffer from severe degradation through a deep learning approach | 13.07.2021 | |||
PTI | Pivotal Tuning Inversion enables employing off-the-shelf latent based semantic editing techniques on real images using StyleGAN | 01.07.2021 | |||
TediGAN | Framework for multi-modal image generation and manipulation with textual descriptions | 30.06.2021 | |||
CogView | Mastering Text-to-Image Generation via Transformers |
|
21.06.2021 | ||
GANs N' Roses | Stable, Controllable, Diverse Image to Image Translation | 19.06.2021 | |||
Rethinking Style Transfer: From Pixels to Parameterized Brushstrokes | A method to stylize images by optimizing parameterized brushstrokes instead of pixels | 02.06.2021 | |||
Pixel2Style2Pixel | Encoding in Style: A StyleGAN Encoder for Image-to-Image Translation |
|
01.06.2021 | ||
Fine-tuning a BERT | We will work through fine-tuning a BERT model using the tensorflow-models PIP package | 24.05.2021 | |||
ReStyle | A Residual-Based StyleGAN Encoder via Iterative Refinement |
|
21.05.2021 | ||
Motion Representations for Articulated Animation | Novel motion representations for animating articulated objects consisting of distinct parts | 29.04.2021 | |||
SAM | Age Transformation Using a Style-Based Regression Model |
|
26.04.2021 | ||
Geometry-Free View Synthesis | Is a geometric model required to synthesize novel views from a single image? | 22.04.2021 | |||
NeRViS | An algorithm for full-frame video stabilization by first estimating dense warp fields | 11.04.2021 | |||
NeX | View synthesis based on enhancements of multiplane image that can reproduce NeXt-level view-dependent effects in real time | 25.03.2021 | |||
Score SDE | Score-Based Generative Modeling through Stochastic Differential Equations | 18.03.2021 | |||
Talking Head Anime from a Single Image | The network takes as input an image of an anime character's face and a desired pose, and it outputs another image of the same character in the given pose | Pramook Khungurn |
|
23.02.2021 | |
NFNet | An adaptive gradient clipping technique, a significantly improved class of Normalizer-Free ResNets | 17.02.2021 | |||
RITM | Simple feedforward model for click-based interactive segmentation that employs the segmentation masks from previous steps | 13.02.2021 | |||
CLIP | A neural network which efficiently learns visual concepts from natural language supervision | 29.01.2021 | |||
Adversarial Patch | A method to create universal, robust, targeted adversarial image patches in the real world | Tom Brown | 27.01.2021 | ||
MSG-Net | Multi-style Generative Network with a novel Inspiration Layer, which retains the functionality of optimization-based approaches and has the fast speed of feed-forward networks | 25.01.2021 | |||
f-BRS | Feature backpropagating refinement scheme that solves an optimization problem with respect to auxiliary variables instead of the network inputs, and requires running forward and backward pass just for a small part of a network | 25.01.2021 | |||
Neural Style Transfer | Implementation of Neural Style Transfer in Keras 2.0+ | Somshubra Majumdar | 22.01.2021 | ||
SkyAR | A vision-based method for video sky replacement and harmonization, which can automatically generate realistic and dramatic sky backgrounds in videos with controllable styles | Zhengxia Zou | 18.01.2021 | ||
MusicXML Documentation | The goal of this notebook is to explore one of the magenta libraries for music | 08.01.2021 | |||
SVG VAE | A colab demo for the SVG VAE model | Raphael Gontijo Lopes | 08.01.2021 | ||
Neural Magic Eye | Learning to See and Understand the Scene Behind an Autostereogram | 01.01.2021 | |||
FGVC | Method first extracts and completes motion edges, and then uses them to guide piecewise-smooth flow completion with sharp edges | 30.12.2020 | |||
VIBE | Video Inference for Body Pose and Shape Estimation, which makes use of an existing large-scale motion capture dataset together with unpaired, in-the-wild, 2D keypoint annotations | 23.12.2020 | |||
SeFa | A closed-form approach for unsupervised latent semantic factorization in GANs | 06.12.2020 | |||
Stylized Neural Painting | An image-to-painting translation method that generates vivid and realistic painting artworks with controllable styles | 01.12.2020 | |||
BiT | Big Transfer: General Visual Representation Learning | 12.11.2020 | |||
LaSAFT | Latent Source Attentive Frequency Transformation for Conditioned Source Separation | Woosung Choi | 01.11.2020 | ||
Lifespan Age Transformation Synthesis | Multi-domain image-to-image generative adversarial network architecture, whose learned latent space models a continuous bi-directional aging process |
|
31.10.2020 | ||
HiGAN | Semantic Hierarchy Emerges in Deep Generative Representations for Scene Synthesis |
|
14.10.2020 | ||
InterFaceGAN | Interpreting the Latent Space of GANs for Semantic Face Editing |
|
13.10.2020 | ||
Instance-aware Image Colorization | Novel deep learning framework to achieve instance-aware colorization | Jheng-Wei Su | 30.08.2020 | ||
MoCo | Momentum Contrast for unsupervised visual representation learning | 20.08.2020 | |||
Rewriting a Deep Generative Model | We ask if a deep network can be reprogrammed to follow different rules, by enabling a user to directly change the weights, instead of training with a data set |
|
31.07.2020 | ||
SIREN | Implicit Neural Representations with Periodic Activation Functions | 24.06.2020 | |||
PIFu | Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization | 17.06.2020 | |||
3D Photo Inpainting | Method for converting a single RGB-D input image into a 3D photo, i.e., a multi-layer representation for novel view synthesis that contains hallucinated color and depth structures in regions occluded in the original view | 04.05.2020 | |||
Motion Supervised co-part Segmentation | A self-supervised deep learning method for co-part segmentation | 07.04.2020 | |||
Onsets and Frames | Onsets and Frames is an automatic music transcription framework with piano and drums models | 02.04.2020 | |||
BERT score | An automatic evaluation metric for text generation | Tianyi Zhang | 05.03.2020 | ||
Generating Piano Music with Transformer | This Colab notebook lets you play with pretrained Transformer models for piano music generation, based on the Music Transformer | 16.09.2019 | |||
GANSynth | This notebook is a demo GANSynth, which generates audio with Generative Adversarial Networks | Jesse Engel |
|
25.02.2019 | |
Latent Constraints | Conditional Generation from Unconditional Generative Models | 27.11.2017 | |||
Performance RNN | This notebook shows you how to generate new performed compositions from a trained model | 11.07.2017 | |||
NSynth | This colab notebook has everything you need to upload your own sounds and use NSynth models to reconstruct and interpolate between them | 06.04.2017 |
name | description | authors | links | colaboratory | update |
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Kornia | Library is composed by a subset of packages containing operators that can be inserted within neural networks to train models to perform image transformations, epipolar geometry, depth estimation, and low-level image processing such as filtering and edge detection that operate directly on tensors | 22.05.2024 | |||
SentencePiece | An unsupervised text tokenizer and detokenizer mainly for Neural Network-based text generation systems where the vocabulary size is predetermined prior to the neural model training | 21.05.2024 | |||
Building Your Own Federated Learning Algorithm | We discuss how to implement federated learning algorithms without deferring to the tff.learning API | Zachary Charles | 17.05.2024 | ||
Federated Learning for Image Classification | We use the classic MNIST training example to introduce the Federated Learning API layer of TFF, tff.learning - a set of higher-level interfaces that can be used to perform common types of federated learning tasks, such as federated training, against user-supplied models implemented in TensorFlow | Krzysztof Ostrowski |
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17.05.2024 | |
Custom Federated Algorithms, Part 2: Implementing Federated Averaging | This tutorial is the second part of a two-part series that demonstrates how to implement custom types of federated algorithms in TFF using the Federated Core, which serves as a foundation for the Federated Learning layer | Krzysztof Ostrowski | 17.05.2024 | ||
TFF for Federated Learning Research: Model and Update Compression | We use the EMNIST dataset to demonstrate how to enable lossy compression algorithms to reduce communication cost in the Federated Averaging algorithm | Weikang Song | 17.05.2024 | ||
High-performance simulations with TFF | This tutorial will describe how to setup high-performance simulations with TFF in a variety of common scenarios | Krzysztof Ostrowski | 17.05.2024 | ||
Hello, many worlds | This tutorial shows how a classical neural network can learn to correct qubit calibration errors | Michael Broughton | 17.05.2024 | ||
YOLOv8 | State-of-the-art model that builds upon the success of previous YOLO versions and introduces new features and improvements to further boost performance and flexibility | Glenn Jocher | 15.05.2024 | ||
Anomalib | Deep learning library that aims to collect state-of-the-art anomaly detection algorithms for benchmarking on both public and private datasets |
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15.05.2024 | ||
Federated Learning for Text Generation | We start with a RNN that generates ASCII characters, and refine it via federated learning | Krzysztof Ostrowski | 09.05.2024 | ||
Custom Federated Algorithms, Part 1: Introduction to the Federated Core | This tutorial is the first part of a two-part series that demonstrates how to implement custom types of federated algorithms in TensorFlow Federated using the Federated Core - a set of lower-level interfaces that serve as a foundation upon which we have implemented the Federated Learning layer | Krzysztof Ostrowski | 09.05.2024 | ||
IC-Light | Manipulate the illumination of images | 09.05.2024 | |||
dm_control | DeepMind Infrastructure for Physics-Based Simulation |
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07.05.2024 | ||
MuJoCo | A general purpose physics engine that aims to facilitate research and development in robotics, biomechanics, graphics and animation, machine learning, and other areas which demand fast and accurate simulation of articulated structures interacting with their environment | 07.05.2024 | |||
Stable Diffusion Videos | Create videos with Stable Diffusion by exploring the latent space and morphing between text prompts | Nathan Raw | 07.05.2024 | ||
Neural style transfer | This tutorial uses deep learning to compose one image in the style of another image | Billy Lamberta | 06.05.2024 | ||
TorchGeo | PyTorch domain library that provides datasets, transforms, samplers, and pre-trained models specific to geospatial data | 03.05.2024 | |||
Deep RL Course | The Hugging Face Deep Reinforcement Learning Course |
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01.05.2024 | ||
AutoGen | Framework that enables development of LLM applications using multiple agents that can converse with each other to solve tasks | microsoft | 28.04.2024 | ||
Retrieval based Voice Conversion WebUI | An easy-to-use Voice Conversion framework based on VITS | RVC-Project | 20.04.2024 | ||
VC | Client software for performing real-time voice conversion using various Voice Conversion AI | w-okada | 16.04.2024 | ||
Autoencoders | This tutorial introduces autoencoders with three examples: the basics, image denoising, and anomaly detection | 15.04.2024 | |||
Transfer learning and fine-tuning | You will learn how to classify images of cats and dogs by using transfer learning from a pre-trained network | François Chollet | 11.04.2024 | ||
SAGE | Methodology for generative spelling correction, which was tested on English and Russian languages and potentially can be extended to any language with minor changes | 11.04.2024 | |||
Image segmentation | This tutorial focuses on the task of image segmentation, using a modified U-Net | Billy Lamberta | 09.04.2024 | ||
Gorilla | Finetuned LLaMA-based model that surpasses the performance of GPT-4 on writing API calls |
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06.04.2024 | ||
Cleanlab | Helps you clean data and labels by automatically detecting issues in a ML dataset |
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30.03.2024 | ||
PyTorch3D | Library for deep learning with 3D data | 28.03.2024 | |||
AniPortrait | Framework for generating high-quality animation driven by audio and a reference portrait image | 27.03.2024 | |||
OpenVINO | Open-source toolkit for optimizing and deploying AI inference | intel | 25.03.2024 | ||
PEFT | Parameter-Efficient Fine-Tuning methods enable efficient adaptation of pre-trained language models to various downstream applications without fine-tuning all the model's parameters |
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21.03.2024 | ||
Gazelle | Joint Speech Language Model | Tincans | 20.03.2024 | ||
Intel® Extension for Transformers | Transformer-based Toolkit to Accelerate GenAI/LLM Everywhere | intel | 19.03.2024 | ||
Deforum Stable Diffusion | Open source project is designed to be free to use and easy to modify for custom needs and pipelines |
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14.03.2024 | ||
Instructor | Library that makes it a breeze to work with structured outputs from large language models | Jason Liu | 13.03.2024 | ||
Supervision | Reusable computer vision tools | Roboflow |
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13.03.2024 | |
The Autodiff Cookbook | You'll go through a whole bunch of neat autodiff ideas that you can cherry pick for your own work, starting with the basics | 07.03.2024 | |||
Nerfstudio | API that allows for a simplified end-to-end process of creating, training, and testing NeRFs |
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01.03.2024 | ||
Feast | An open source feature store for machine learning |
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28.02.2024 | ||
FiftyOne | Open-source tool for building high-quality datasets and computer vision models | 27.02.2024 | |||
MetaVoice | 1.2B parameter base model trained on 100K hours of speech for TTS | MetaVoice |
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26.02.2024 | |
Generative AI for Beginners - A Course | A 12 Lesson course teaching everything you need to know to start building Generative AI applications | microsoft | 22.02.2024 | ||
OmegaConf | Hierarchical configuration system, with support for merging configurations from multiple sources providing a consistent API regardless of how the configuration was created | Omry Yadan | 15.02.2024 | ||
Optuna | An automatic hyperparameter optimization software framework, particularly designed for machine learning |
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15.02.2024 | ||
Data augmentation | This tutorial demonstrates data augmentation: a technique to increase the diversity of your training set by applying random transformations such as image rotation | Billy Lamberta | 14.02.2024 | ||
Stable Cascade | Text to image model introduces an interesting three-stage approach, setting new benchmarks for quality, flexibility, fine-tuning, and efficiency with a focus on further eliminating hardware barriers | Stability AI |
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14.02.2024 | |
CleanVision | Automatically detects potential issues in image datasets like images that are: blurry, under/over-exposed, (near) duplicates, etc | cleanlab | 13.02.2024 | ||
DynamiCrafter | Animating Open-domain Images with Video Diffusion Priors |
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12.02.2024 | ||
DiffSynth | Restructured architectures including Text Encoder, UNet, VAE, among others, maintaining compatibility with models from the open-source community while enhancing computational performance | Artiprocher | 05.02.2024 | ||
Composer | PyTorch library that enables you to train neural networks faster, at lower cost, and to higher accuracy | The Mosaic ML Team | 01.02.2024 | ||
Brax | A differentiable physics engine that simulates environments made up of rigid bodies, joints, and actuators | 01.02.2024 | |||
Autodistill | Uses big, slower foundation models to train small, faster supervised models | autodistill |
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31.01.2024 | |
CycleGAN | This notebook demonstrates unpaired image to image translation using conditional GAN's | Billy Lamberta | 17.01.2024 | ||
Pix2Pix | This notebook demonstrates image to image translation using conditional GAN's | Billy Lamberta | 17.01.2024 | ||
Integrated gradients | This tutorial demonstrates how to implement Integrated Gradients, an Explainable AI technique |
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17.01.2024 | ||
MAGNeT | Masked generative sequence modeling method that operates directly over several streams of audio tokens |
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16.01.2024 | ||
Flax | Neural network library and ecosystem for JAX designed for flexibility | 10.01.2024 | |||
Big Vision | This codebase is designed for training large-scale vision models using Cloud TPU VMs or GPU machines | 03.01.2024 | |||
Open Interpreter | An open-source, locally running implementation of OpenAI's Code Interpreter | Killian Lucas |
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03.01.2024 | |
highway-env | A collection of environments for autonomous driving and tactical decision-making tasks | Edouard Leurent | 03.01.2024 | ||
Seamless Communication | Family of AI models that enable more natural and authentic communication across languages |
others |
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14.12.2023 | |
colab2pdf | Convert your Colab notebook to a PDF | Drengskapur | 11.12.2023 | ||
Sentence Transformers | Multilingual Sentence, Paragraph, and Image Embeddings using BERT & Co | 07.12.2023 | |||
Multimodal Maestro | Gives you more control over large multimodal models to get the outputs you want | Roboflow | 30.11.2023 | ||
LM Evaluation Harness | Framework for few-shot evaluation of language models. | EleutherAI |
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30.11.2023 | |
CleanRL | Deep Reinforcement Learning library that provides high-quality single-file implementation with research-friendly features |
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28.11.2023 | ||
YOLOv5 | You Only Look Once | Glenn Jocher |
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20.11.2023 | |
Distil-Whisper | Maintains the robustness of the Whisper model to difficult acoustic conditions, while being less prone to hallucination errors on long-form audio | 08.11.2023 | |||
AnimateDiff | Practical framework to animate most of the existing personalized text-to-image models once and for all, saving efforts in model-specific tuning |
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30.10.2023 | ||
Intel® Neural Compressor | Aims to provide popular model compression techniques such as quantization, pruning (sparsity), distillation, and neural architecture search on mainstream frameworks such as TensorFlow, PyTorch, ONNX Runtime, and MXNet, as well as Intel extensions such as Intel Extension for TensorFlow and Intel Extension for PyTorch | intel | 27.10.2023 | ||
Bark | Transformer-based text-to-audio model | suno |
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25.10.2023 | |
ComfyUI | Powerful and modular stable diffusion GUI and backend | comfyanonymous | 17.10.2023 | ||
Mistral Transformer | The most powerful language model for its size to date |
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09.10.2023 | ||
Fooocus | Image generating software | Lvmin Zhang | 03.10.2023 | ||
Actor-Critic | This tutorial demonstrates how to implement the Actor-Critic method using TensorFlow to train an agent on the Open AI Gym CartPole-V0 environment | Mark Daoust |
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27.09.2023 | |
Simple audio recognition | This tutorial will show you how to build a basic speech recognition network that recognizes ten different words | 27.09.2023 | |||
MMagic | AIGC toolbox for professional AI researchers and machine learning engineers to explore image and video processing, editing and generation | OpenMMLab | 11.09.2023 | ||
YOLOv3 | You Only Look Once | Glenn Jocher |
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10.09.2023 | |
MMAction2 | An open-source toolbox for video understanding based on PyTorch | MMAction2 Contributors | 06.09.2023 | ||
Ray | Unified framework for scaling AI and Python applications |
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06.09.2023 | ||
Image classification | This tutorial shows how to classify images of flowers | Billy Lamberta | 31.08.2023 | ||
Home Robot | Low-level API for controlling various home robots | Chris Paxton | 30.08.2023 | ||
Stable Diffusion 2 | New stable diffusion model at 768x768 resolution. Same number of parameters in the U-Net as 1.5, but uses OpenCLIP-ViT/H as the text encoder and is trained from scratch | 26.08.2023 | |||
DALL·E Mini | Generate images from a text prompt | 22.08.2023 | |||
xFormers | Toolbox to Accelerate Research on Transformers | 11.08.2023 | |||
Classify text with BERT | This tutorial contains complete code to fine-tune BERT to perform sentiment analysis on a dataset of plain-text IMDB movie reviews |
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08.08.2023 | ||
Kandinsky 2.1 | As text and image encoder it uses CLIP model and diffusion image prior between latent spaces of CLIP modalities | 07.08.2023 | |||
SoftVC VITS | Singing Voice Conversion | svc develop team | 31.07.2023 | ||
threestudio | Unified framework for 3D content creation from text prompts, single images, and few-shot images, by lifting 2D text-to-image generation models | 28.07.2023 | |||
Image captioning | Given an image our goal is to generate a caption | Billy Lamberta | 25.07.2023 | ||
Word2Vec | Word2Vec is not a singular algorithm, rather, it is a family of model architectures and optimizations that can be used to learn word embeddings from large datasets | 25.07.2023 | |||
Word embeddings | This tutorial contains an introduction to word embeddings | Billy Lamberta | 25.07.2023 | ||
Tortoise | A multi-voice TTS system trained with an emphasis on quality | James Betker |
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15.07.2023 | |
TRL | Set of tools to train transformer language models with Reinforcement Learning, from the Supervised Fine-tuning step, Reward Modeling step to the Proximal Policy Optimization step | 14.07.2023 | |||
Petals | Run 100B+ language models at home, BitTorrent-style | BigScience |
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05.07.2023 | |
Epistemic Neural Networks | A library for neural networks that know what they don't know | 26.06.2023 | |||
DeepFloyd IF | State-of-the-art open-source text-to-image model with a high degree of photorealism and language understanding |
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26.06.2023 | ||
normflows | PyTorch implementation of discrete normalizing flows | 26.06.2023 | |||
MyoSuite | A collection of musculoskeletal environments and tasks simulated with the MuJoCo physics engine and wrapped in the OpenAI gym API to enable the application of Machine Learning to bio-mechanic control problems | 16.06.2023 | |||
Audiocraft | PyTorch library for deep learning research on audio generation |
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11.06.2023 | ||
Transformer | This tutorial trains a Transformer model to translate Portuguese to English | Billy Lamberta |
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02.06.2023 | |
Detectron2 | FAIR's next-generation platform for object detection and segmentation | Yuxin Wu | 26.05.2023 | ||
Kor | Half-baked prototype that "helps" you extract structured data from text using LLMs | Eugene Yurtsev | 17.05.2023 | ||
ChatRWKV | Like ChatGPT but powered by RWKV (100% RNN) language model, which is the only RNN that can match transformers in quality and scaling, while being faster and saves VRAM |
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08.05.2023 | ||
Python Data Science Handbook | Jupyter notebook version of the Python Data Science Handbook by Jake VanderPlas | Jake Vanderplas | 05.05.2023 | ||
PGMax | General factor graphs for discrete probabilistic graphical models, and hardware-accelerated differentiable loopy belief propagation in JAX | 05.05.2023 | |||
StableLM | Stability AI Language Models | Stability AI |
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27.04.2023 | |
TTS | A library for advanced Text-to-Speech generation, built on the latest research, was designed to achieve the best trade-off among ease-of-training, speed and quality | 26.04.2023 | |||
OpenCLIP | An open source implementation of CLIP | 16.04.2023 | |||
Stable Baselines3 | Set of reliable implementations of reinforcement learning algorithms in PyTorch |
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14.04.2023 | ||
RL Baselines3 Zoo | Training Framework for Stable Baselines3 Reinforcement Learning Agents | Antonin Raffin | 14.04.2023 | ||
Grounded-SAM | Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect, Segment and Generate Anything | IDEA-Research | 12.04.2023 | ||
TFDS | Collection of ready-to-use datasets for use with TensorFlow, Jax, and other Machine Learning frameworks | 11.04.2023 | |||
Optimum | Extension of Transformers and Diffusers, providing a set of optimization tools enabling maximum efficiency to train and run models on targeted hardware, while keeping things easy to use | Hugging Face | 06.04.2023 | ||
LAVIS | Python deep learning library for LAnguage-and-VISion intelligence research and applications |
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24.03.2023 | ||
AudioLM | Framework for high-quality audio generation with long-term consistency | 23.03.2023 | |||
Tzer | Coverage-Guided Tensor Compiler Fuzzing with Joint IR-Pass Mutation | 09.03.2023 | |||
ArtLine | A Deep Learning based project for creating line art portraits | Vijish Madhavan |
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03.03.2023 | |
Haiku | A library built on top of JAX designed to provide simple, composable abstractions for machine learning research | 02.03.2023 | |||
SAHI | A lightweight vision library for performing large scale object detection & instance segmentation | 23.02.2023 | |||
AmpliGraph | A suite of neural machine learning models for relational Learning, a branch of machine learning that deals with supervised learning on knowledge graphs | 23.02.2023 | |||
NMT with attention | This notebook trains a seq2seq model for Spanish to English translation | Billy Lamberta |
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15.02.2023 | |
GLUE using BERT on TPU | This tutorial contains complete end-to-end code to train models on a TPU | 15.02.2023 | |||
TensorBoard | Suite of web applications for inspecting and understanding your TensorFlow runs and graphs | Yuan Tang |
|
10.02.2023 | |
High-performance Simulation with Kubernetes | This tutorial will describe how to set up high-performance simulation using a TFF runtime running on Kubernetes | Jason Roselander | 31.01.2023 | ||
Compel | Text prompt weighting and blending library for transformers-type text embedding systems | Damian Stewart | 26.01.2023 | ||
DALL·E Flow | An interactive workflow for generating high-definition images from text prompt | 26.01.2023 | |||
Diffusers | Provides pretrained diffusion models across multiple modalities, such as vision and audio, and serves as a modular toolbox for inference and training of diffusion models | Hugging Face | 17.01.2023 | ||
Sample Factory | One of the fastest RL libraries focused on very efficient synchronous and asynchronous implementations of policy gradients | 17.01.2023 | |||
Open-Assistant | Chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so |
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14.01.2023 | ||
NeMo | A conversational AI toolkit built for researchers working on automatic speech recognition, natural language processing, and text-to-speech synthesis | 05.01.2023 | |||
BANMo | Given multiple casual videos capturing a deformable object, BANMo reconstructs an animatable 3D model, including an implicit canonical 3D shape, appearance, skinning weights, and time-varying articulations, without pre-defined shape templates or registered cameras |
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30.12.2022 | ||
TPU | Reference models and tools for Cloud TPUs |
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20.12.2022 | ||
TF-Agents | A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning | 15.12.2022 | |||
PyG | Library built upon PyTorch to easily write and train Graph Neural Networks for a wide range of applications related to structured data |
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