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TransferlearningTransfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
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simclr-pytorchPyTorch implementation of SimCLR: supports multi-GPU training and closely reproduces results
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EgoNetOfficial project website for the CVPR 2021 paper "Exploring intermediate representation for monocular vehicle pose estimation"
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SimclrSimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners
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self-supervisedWhitening for Self-Supervised Representation Learning | Official repository
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TCEThis repository contains the code implementation used in the paper Temporally Coherent Embeddings for Self-Supervised Video Representation Learning (TCE).
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object-aware-contrastiveObject-aware Contrastive Learning for Debiased Scene Representation (NeurIPS 2021)
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VQ-APCVector Quantized Autoregressive Predictive Coding (VQ-APC)
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self6dppSelf6D++: Occlusion-Aware Self-Supervised Monocular 6D Object Pose Estimation. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2021.
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GLOM-TensorFlowAn attempt at the implementation of GLOM, Geoffrey Hinton's paper for emergent part-whole hierarchies from data
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M-NMFAn implementation of "Community Preserving Network Embedding" (AAAI 2017)
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SoCo[NeurIPS 2021 Spotlight] Aligning Pretraining for Detection via Object-Level Contrastive Learning
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meta-embeddingsMeta-embeddings are a probabilistic generalization of embeddings in machine learning.
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REGALRepresentation learning-based graph alignment based on implicit matrix factorization and structural embeddings
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latent-pose-reenactmentThe authors' implementation of the "Neural Head Reenactment with Latent Pose Descriptors" (CVPR 2020) paper.
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lossylessGeneric image compressor for machine learning. Pytorch code for our paper "Lossy compression for lossless prediction".
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gnn-lspeSource code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022
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ShapeFormerOfficial repository for the ShapeFormer Project
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FLIPA collection of tasks to probe the effectiveness of protein sequence representations in modeling aspects of protein design
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DisContCode for the paper "DisCont: Self-Supervised Visual Attribute Disentanglement using Context Vectors".
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causal-mlMust-read papers and resources related to causal inference and machine (deep) learning
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MoTISMobile(iOS) Text-to-Image search powered by multimodal semantic representation models(e.g., OpenAI's CLIP). Accepted at NAACL 2022.
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sesemisupervised and semi-supervised image classification with self-supervision (Keras)
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newtNatural World Tasks
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reprieveA library for evaluating representations.
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Machine learning trading algorithmMaster's degree project: Development of a trading algorithm which uses supervised machine learning classification techniques to generate buy/sell signals
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MTL-AQAWhat and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment [CVPR 2019]
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TailCalibXPytorch implementation of Feature Generation for Long-Tail Classification by Rahul Vigneswaran, Marc T Law, Vineeth N Balasubramaniam and Makarand Tapaswi
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ALPR-IndonesiaAutomatic license plate recognition for Indonesian plate (White on black)
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GCLList of Publications in Graph Contrastive Learning
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SimSiamExploring Simple Siamese Representation Learning
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Pose2vecA Repository for maintaining various human skeleton preprocessing steps in numpy and tensorflow along with tensorflow model to learn pose embeddings.
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CLMROfficial PyTorch implementation of Contrastive Learning of Musical Representations
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info-nce-pytorchPyTorch implementation of the InfoNCE loss for self-supervised learning.
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pair2vecpair2vec: Compositional Word-Pair Embeddings for Cross-Sentence Inference
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barlowtwinsImplementation of Barlow Twins paper
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esvitEsViT: Efficient self-supervised Vision Transformers
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Fall-Detection-DatasetFUKinect-Fall dataset was created using Kinect V1. The dataset includes walking, bending, sitting, squatting, lying and falling actions performed by 21 subjects between 19-72 years of age.
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ml-simulationsAnimated Visualizations of Popular Machine Learning Algorithms
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GeDMLGeneralized Deep Metric Learning.
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Self-Supervised-GANsTensorflow Implementation for paper "self-supervised generative adversarial networks"
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