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2020年Papers with Code 中最顶流的论文，代码和benchmark。

Papers with Code 中收集了各种机器学习的内容：论文，代码，结果，方便发现和比较。通过这些数据，我们可以了解ML社区中，今年哪些东西最有意思。下面我们总结了2020年最热门的带代码的论文、代码库和benchmark。

2020顶流论文

Tan等人的EfficientDet是2020年在Papers with Code上被访问最多的论文。

1. EfficientDet: Scalable and Efficient Object Detection — Tan et al https://paperswithcode.com/pa...
2. Fixing the train-test resolution discrepancy — Touvron et al https://paperswithcode.com/pa...
3. ResNeSt: Split-Attention Networks — Zhang et al https://paperswithcode.com/pa...
4. Big Transfer (BiT) — Kolesnikov et al https://paperswithcode.com/pa...
5. Object-Contextual Representations for Semantic Segmentation — Yuan et al https://paperswithcode.com/pa...
6. Self-training with Noisy Student improves ImageNet classification — Xie et al https://paperswithcode.com/pa...
7. YOLOv4: Optimal Speed and Accuracy of Object Detection — Bochkovskiy et al https://paperswithcode.com/pa...
8. An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale — Dosovitskiy et al https://paperswithcode.com/pa...
9. Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer — Raffel et al https://paperswithcode.com/pa...
10. Hierarchical Multi-Scale Attention for Semantic Segmentation — Tao et al https://paperswithcode.com/pa...

2020顶流代码库

Transformers是2020年在Papers with Code上被访问最多的代码库

1. Transformers — Hugging Face — https://github.com/huggingfac...
2. PyTorch Image Models — Ross Wightman — https://github.com/rwightman/...
3. Detectron2 — FAIR — https://github.com/facebookre...
4. InsightFace — DeepInsight — https://github.com/deepinsigh...
5. Imgclsmob — osmr — https://github.com/osmr/imgcl...
6. DarkNet — pjreddie — https://github.com/pjreddie/d...
7. PyTorchGAN — Erik Linder-Norén — https://github.com/eriklinder...
8. MMDetection — OpenMMLab — https://github.com/open-mmlab...
9. FairSeq — PyTorch — https://github.com/pytorch/fa...
10. Gluon CV — DMLC — https://github.com/dmlc/gluon-cv

2020顶流Benchmarks

ImageNet是2020年在Papers with Code上访问最多的benchmark

1. ImageNet — Image Classification — https://paperswithcode.com/so...
2. COCO — Object Detection / Instance Segmentation — https://paperswithcode.com/so...
3. Cityscapes — Semantic Segmentation — https://paperswithcode.com/so...
4. CIFAR-10 — Image Classification — https://paperswithcode.com/so...
5. CIFAR-100 — Image Classification — https://paperswithcode.com/so...
6. PASCAL VOC 2012 — Semantic Segmentation — https://paperswithcode.com/so...
7. MPII Human Pose — Pose Estimation — https://paperswithcode.com/so...
8. Market-1501 — Person Re-Identification — https://paperswithcode.com/so...
9. MNIST — Image Classification — https://paperswithcode.com/so...
10. Human 3.6M — Human Pose Estimation -https://paperswithcode.com/so...

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英文原文：https://medium.com/paperswith...

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