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"LibFewShot: A Comprehensive Library for Few-Shot Learning" by Wenbin Li, Ziyi Wang et al.

Few-shot learning, especially few-shot image classification, has received increasing attention and witnessed significant advances in recent years. Some recent studies implicitly show that many generic techniques or “tricks”, such as data augmentation, pre-training, knowledge distillation, and self-supervision, may greatly boost the performance of a few-shot learning method. Moreover, different works may employ different software platforms, backbone architectures and input image sizes, making fair comparisons difficult and practitioners struggle with reproducibility. To address these situations, we propose a comprehensive library for few-shot learning (LibFewShot) by re-implementing eighteen state-of-the-art few-shot learning methods in a unified framework with the same single codebase in PyTorch. Furthermore, based on LibFewShot, we provide comprehensive evaluations on multiple benchmarks with various backbone architectures to evaluate common pitfalls and effects of different train ....

Benchmark Testing , Deep Learning , Hair Comparison , Few Shot Learning , Image Classification , Task Analysis , Unified Framework ,

Europäischer Wasserstoff-Deal: Wasserstoffaktie mit vielversprechender Technologie - Einstieg nicht verpassen!

Europäischer Wasserstoff-Deal: Wasserstoffaktie mit vielversprechender Technologie - Einstieg nicht verpassen!
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Europäischer Wasserstoff-Deal: Wasserstoffaktie mit vielversprechender Technologie

Europäischer Wasserstoff-Deal: Wasserstoffaktie mit vielversprechender Technologie
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Baden Wüberg , Market Hydrogen , Energy Source For Million On Be , Energy Sources , European Space Organization , Servicesa Compensation , Energy Consumption , Energy Density , Energy Source , Commission Financial Instruments , Hydrogena Energy Source , Or Energy Source , Cell Technology , S Technology , Market Of Solutions , European Commission , Co Hydrogen , Corporate Development , Energy Solutions , Stock Exchange Debut , Management Team , Development Of Fuel Cell , Improvements Of Technology , Office Space , S Development , S Fuel Cell Technology ,

Gleich vier Modelle auf dem Markt: Das neue iPhone 13 im Praxistest

Gleich vier Modelle auf dem Markt: Das neue iPhone 13 im Praxistest
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Das neue iPhone 13 im Praxistest

Das neue iPhone 13 im Praxistest
it-business.de - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from it-business.de Daily Mail and Mail on Sunday newspapers.

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