mae

The official repo for [NeurIPS'22] "ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation" and [TPAMI'23] "ViTPose++: Vision Transformer for Generic Body Pose Estimation"

deep-learning pytorch pose-estimation mae distillation self-supervised-learning vision-transformer

UpdatedJul 24, 2024
Python

vturrisi /solo-learn

Star1.5k

solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning

pytorch dino mae moco self-supervised-learning byol nvidia-dali transformer-models pytorch-lightning simclr contrastive-learning deepcluster simsiam swav barlow-twins vicreg nnclr ressl vibcreg masked-input-prediction

UpdatedFeb 17, 2025
Python

MCG-NJU /VideoMAE

Star1.5k

[NeurIPS 2022 Spotlight] VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training

pytorch transformer action-recognition video-understanding mae video-analysis video-representation-learning self-supervised-learning masked-autoencoder vision-transformer video-transformer neurips-2022

UpdatedDec 8, 2023
Python

[ICLR'23 Spotlight🔥] The first successful BERT/MAE-style pretraining on any convolutional network; Pytorch impl. of "Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling"

ssl deep-learning convnet cnn pytorch convolutional-neural-networks object-detection bert iclr mae instance-segmentation mask-rcnn sparse-convolution self-supervised-learning pre-trained-model pretrain pretraining masked-autoencoder masked-image-modeling iclr2023

UpdatedJan 23, 2024
Python

EdisonLeeeee /Awesome-Masked-Autoencoders

Star812

A collection of literature after or concurrent with Masked Autoencoder (MAE) (Kaiming He el al.).

mae self-supervised-learning masked-autoencoder

UpdatedJul 10, 2024

sail-sg /Adan

Star777

Adan: Adaptive Nesterov Momentum Algorithm for Faster Optimizing Deep Models

deep-learning optimizer pytorch artificial-intelligence moe resnet vit diffusion mae fairseq cuda-programming bert-model gpt2 transformer-xl timm convnext adan llms dreamfusion llm-training

UpdatedJul 2, 2024
Python

Alpha-VL /ConvMAE

Star496

ConvMAE: Masked Convolution Meets Masked Autoencoders

computer-vision backbone object-detection semantic-segmentation mae masked-image-modeling

UpdatedMar 14, 2023
Python

zgcr /SimpleAICV_pytorch_training_examples

Star430

SimpleAICV:pytorch training and testing examples.

sam pytorch resnet vit van mae kd retinanet deeplabv3plus dbnet yolact fcos detr solov2 segment-anything convformer dinodetr lightsam

UpdatedMar 13, 2025
Jupyter Notebook

hustvl /MIMDet

Star340

[ICCV 2023] You Only Look at One Partial Sequence

computer-vision transformer object-detection mae instance-segmentation vision-transformer masked-image-modeling

UpdatedOct 21, 2023
Python

Lupin1998 /Awesome-MIM

Star320

[Survey] Masked Modeling for Self-supervised Representation Learning on Vision and Beyond (https://arxiv.org/abs/2401.00897)

computer-vision deep-learning awesome-list gpt representation-learning bert mae generative-models self-supervised-learning pre-training masked-autoencoder vision-transformer masked-image-modeling awesome-mim masked-modeling

UpdatedOct 7, 2024
Python

PaddlePaddle /PASSL

Star281

PASSL包含 SimCLR，MoCo v1/v2，BYOL，CLIP，PixPro，simsiam, SwAV, BEiT，MAE 等图像自监督算法以及 Vision Transformer，DEiT，Swin Transformer，CvT，T2T-ViT，MLP-Mixer，XCiT，ConvNeXt，PVTv2 等基础视觉算法

deep-learning vit clip paddle pvt mae moco self-supervised-learning cvt simclr beit vision-transformer deit pixpro moco-v2 swav swin-transformer xcit convnext

UpdatedAug 1, 2023
Python

ywyue /FiT3D

Star269

[ECCV 2024] Improving 2D Feature Representations by 3D-Aware Fine-Tuning

representation-learning clip mae fine-tuning foundation-models dinov2 3d-awareness deit-iii

UpdatedFeb 27, 2025
Python

megvii-research /RevCol

Star259

Official Code of Paper "Reversible Column Networks" "RevColv2"

computer-vision cnn pytorch transformer vit mae iclr2023

UpdatedSep 6, 2023
Python

implus /UM-MAE

Star243

Official Codes for "Uniform Masking: Enabling MAE Pre-training for Pyramid-based Vision Transformers with Locality"

coco mae ade20k self-supervised-learning masked-autoencoder imagenet-classification pyramid-vision-transformer swin-transformer masked-image-modeling hierarchical-vision-transformer

UpdatedDec 3, 2022
Jupyter Notebook

Mountchicken /Union14M

Star186

[ICCV 2023] Code base for Revisiting Scene Text Recognition: A Data Perspective

dataset mae self-supervised scene-text-recognition mmocr union14m

UpdatedNov 1, 2023
Python

lartpang /PySODEvalToolkit

Star175

PySODEvalToolkit: A Python-based Evaluation Toolbox for Salient Object Detection and Camouflaged Object Detection

latex metrics evaluation python3 evaluator evaluation-metrics evaluation-framework metrics-visualization mae saliency salient-object-detection saliency-detection co-saliency f-measure pr-curve e-measure s-measure camouflaged-object-detection fm-curve co-salient-object-detection

UpdatedSep 27, 2024
Python

implus /mae_segmentation

Star161

reproduction of semantic segmentation using masked autoencoder (mae)

vit semantic-segmentation mae self-supervised-learning masked-autoencoder vision-transformer

UpdatedFeb 3, 2022
Python

PaddlePaddle /PLSC

Star151

Paddle Large Scale Classification Tools，supports ArcFace, CosFace, PartialFC, Data Parallel + Model Parallel. Model includes ResNet, ViT, Swin, DeiT, CaiT, FaceViT, MoCo, MAE, ConvMAE, CAE.

face-recognition resnet vit data-parallel large-scale paddle mae paddlepaddle distributed-training arcface cosface model-parallel deit swin-transformer cait hight-speed partial-fc facevit moco-v3 convmae

UpdatedJun 6, 2023
Python

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mae

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open-mmlab /mmpretrain

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ViTAE-Transformer /ViTPose