A curated list of awesome self-supervised methods
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Updated
Nov 7, 2020
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A curated list of awesome self-supervised methods
[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning
PyTorch implementation of the CortexNet predictive model
Paper bank for Self-Supervised Learning
Self-Supervised Learning for OOD Detection (NeurIPS 2019)
Code for our CVPR 2019 work.
[ICML 2019] TensorFlow Code for Self-Supervised Exploration via Disagreement
[ECCV'20] Patch-match and Plane-regularization for Unsupervised Indoor Depth Estimation
Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery, CVPR'18
Tensorflow implementation of CNN described in https://arxiv.org/abs/1806.09594
Implementation of the paper Self-Supervised Learning of Pretext-Invariant Representations
code to train a neural network to align pairs of shapes without needing ground truth warps for supervision
self-supervised learning, deep learning, representation learning, RotNet, temporal convolutional network(TCN), deformation transformation, sketch pre-train, sketch classification, sketch retrieval, free-hand sketch, official code of paper "Deep Self-Supervised Representation Learning for Free-Hand Sketch"
Official Implementation of "PsyNet: Self-supervised Approach to Object Localization Using Point Symmetric Transformation"
Source code for paper on commonsense reasoning for 2020 Annual Conference of the Association for Computational Linguistics (ACL) 2020.
Speckle2Void: Deep Self-Supervised SAR Despeckling with Blind-Spot Convolutional Neural Networks
Awesome-Representation-Learning-CV-PaperAndCodes, lasted development in the representation learning area.
Reproduction code for "Putting An End to End-to-End: Gradient-Isolated Learning of Representations"
Self-supervised Video Representation learning
PyTorch implementation of "PatchVAE: Learning Local Latent Codes for Recognition" to appear in CVPR 2020
self-supervised learning, deep learning, representation learning, RotNet, temporal convolutional network(TCN), deformation transformation, sketch pre-train, sketch classification, sketch retrieval, free-hand sketch, official code of paper "Deep Self-Supervised Representation Learning for Free-Hand Sketch"
A research on self-supervised learning with the interest of applying it into NLP field.
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