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Solo-learn Alternatives
Similar projects and alternatives to solo-learn
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Scout Monitoring
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lightning-transformers
Discontinued Flexible components pairing 🤗 Transformers with :zap: Pytorch Lightning
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Revisiting-Contrastive-SSL
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations. [NeurIPS 2021]
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contrastive-reconstruction
Tensorflow-keras implementation for Contrastive Reconstruction (ConRec) : a self-supervised learning algorithm that obtains image representations by jointly optimizing a contrastive and a self-reconstruction loss.
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Unsupervised-Semantic-Segmentation
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]
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CEBRA
Learnable latent embeddings for joint behavioral and neural analysis - Official implementation of CEBRA
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CodeRabbit
CodeRabbit: AI Code Reviews for Developers. Revolutionize your code reviews with AI. CodeRabbit offers PR summaries, code walkthroughs, 1-click suggestions, and AST-based analysis. Boost productivity and code quality across all major languages with each PR.
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detrex
detrex is a research platform for DETR-based object detection, segmentation, pose estimation and other visual recognition tasks.
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vissl
Discontinued VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
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self_supervised
Implementation of popular SOTA self-supervised learning algorithms as Fastai Callbacks.
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solo-learn discussion
solo-learn reviews and mentions
- [D]Use SimCLR as pretraining for image segmentation
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[D] State-of-the-Art for Self-Supervised (Pre-)Training of CNN architectures (e.g. ResNet)?
Hello, I lost a bit of touch to the current SOTA of self-supervised pretraining of CNNs, in particular ResNet. I found this repository https://github.com/vturrisi/solo-learn that has many methods implemented but I'm not really sure where to start. My goal is to pretrain a ResNet backbone on a decently large amount of image data that comes from a certain domain and after that fine-tune it for different downstream tasks (classification, segmentation, object detection) on a subset of the data I have labels for.
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[P] Solo-learn 1.0.3: new methods, support for transformer architectures, better evaluation, improved docs, and additional results.
Hi Reddit, the solo-learn team is back again with interesting news about its SSL library.
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A note from our sponsor - Scout Monitoring
www.scoutapm.com | 12 Nov 2024
Stats
vturrisi/solo-learn is an open source project licensed under MIT License which is an OSI approved license.
The primary programming language of solo-learn is Python.
Popular Comparisons
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