https://zhuanlan.zhihu.com/p/450335784
2021即将结束了，你今年读了多少论文？
机器之心报道，编辑：蛋酱。
虽然世界仍在从新冠疫情的破坏中复苏，人们无法向从前那样时常线下相聚、共同探讨交流关于学术领域的最新问题，但AI研究也没有停下跃进的步伐。
转眼就是2021年底了，一年就这么就过去了，时光好像被偷走一样。细细数来，你今年读了多少论文？
一名加拿大博主Louis Bouchard以发布时间为顺序，整理出了近40篇2021年不可错过的优秀论文。整体来看，合集中的论文偏重计算机视觉方向。
以下是每篇论文的详细信息：
1、DALL·E: Zero-Shot Text-to-Image Generation from OpenAI
2.pdf
E
youtu.be/DJToDLBPovg
2、VOGUE: Try-On by StyleGAN Interpolation Optimization
static_files/resources/VOGUE-virtual-try-on.pdf
youtu.be/i4MnLJGZbaM
3、Taming Transformers for High-Resolution Image Synthesis
g-transformers/
ng-transformers
youtu.be/JfUTd8fjtX8
4、Thinking Fast And Slow in AI
2
youtu.be/3nvAaVSQxs4
5、Automatic detection and quantification of floating marine macro-litter in aerial images
youtu.be/2dTSsdW0WYI
6、ShaRF: Shape-conditioned Radiance Fields from a Single View
youtu.be/gHkkrNMlGNg
7、Generative Adversarial Transformers
youtu.be/IoRH5u13P-4
9、Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
youtu.be/QcCJJOLCeJQ
10、IMAGE GANS MEET DIFFERENTIABLE RENDERING FOR INVERSE GRAPHICS AND INTERPRETABLE 3D NEURAL RENDERING
youtu.be/dvjwRBZ3Hnw
11、Deep nets: What have they ever done for vision?
youtu.be/GhPDNzAVNDk
12、Infinite Nature: Perpetual View Generation of Natural Scenes from a Single Image
/github/google-research/google-research/blob/master/infinite_nature/infinite_nature_demo.ipynb#scrollTo=sCuRX1liUEVM
13、Portable, Self-Contained Neuroprosthetic Hand with Deep Learning-Based Finger Control
youtu.be/wNBrCRzlbVw
14、Total Relighting: Learning to Relight Portraits for Background Replacement
youtu.be/rVP2tcF_yRI
15、LASR: Learning Articulated Shape Reconstruction from a Monocular Video
youtu.be/lac7wqjS-8E
16、Enhancing Photorealism Enhancement
youtu.be/3rYosbwXm1w
17、DefakeHop: A Light-Weight High-Performance Deepfake Detector
youtu.be/YMir8sRWRos
18、High-Resolution Photorealistic Image Translation in Real-Time: A Laplacian Pyramid Translation Network
youtu.be/X7WzlAyUGPo
19、Barbershop: GAN-based Image Compositing using Segmentation Masks
youtu.be/HtqYMvBVJD8
20、TextStyleBrush: Transfer of text aesthetics from a single example
youtu.be/hhAri5fl-XI
21、Animating Pictures with Eulerian Motion Fields
youtu.be/KgTa2r7d0I0
22、CVPR 2021 Best Paper Award: GIRAFFE - Controllable Image Generation
youtu.be/JIJkURAkCxM
23、GitHub Copilot & Codex: Evaluating Large Language Models Trained on Code
youtu.be/az3oVVkTFB8
24、Apple: Recognizing People in Photos Through Private On-Device Machine Learning
youtu.be/LIV-M-gFRFA
25、Image Synthesis and Editing with Stochastic Differential Equations
/drive/1KkLS53PndXKQpPlS1iK-k1nRQYmlb4aO?usp=sharing
26、Sketch Your Own GAN
youtu.be/vz_wEQkTLk0
27、Tesla's Autopilot Explained
在今年8月的特斯拉AI日上，特斯拉AI总监Andrej Karpathy和其他人展示了特斯拉是如何通过八个摄像头采集图像，打造了基于视觉的自动驾驶系统。
youtu.be/DTHqgDqkIRw
28、Styleclip: Text-driven manipulation of StyleGAN imagery
/github/orpatashnik/StyleCLIP/blob/main/notebooks/StyleCLIP_global.ipynb
29、TimeLens: Event-based Video Frame Interpolation
youtu.be/HWA0yVXYRlk
30、Diverse Generation from a Single Video Made Possible
youtu.be/Uy8yKPEi1dg
31、Skillful Precipitation Nowcasting using Deep Generative Models of Radar
youtu.be/dlSIq64psEY
32、The Cocktail Fork Problem: Three-Stem Audio Separation for Real-World Soundtracks
youtu.be/Rpxufqt5r6I
33、ADOP: Approximate Differentiable One-Pixel Point Rendering
youtu.be/Jfph7Vld_Nw
34、(Style)CLIPDraw: Coupling Content and Style in Text-to-Drawing Synthesis
/github/kvfrans/clipdraw/blob/main/clipdraw.ipynb
youtu.be/5xzcIzHm8Wo
35、SwinIR: Image restoration using swin transformer
ng/swinir
36、EditGAN: High-Precision Semantic Image Editing
youtu.be/bus4OGyMQec
37、CityNeRF: Building NeRF at City Scale
youtu.be/swfx0bJMIlY
38、ClipCap: CLIP Prefix for Image Captioning
/drive/1tuoAC5F4sC7qid56Z0ap-stR3rwdk0ZV?usp=sharing
当然，博主在整理的过程中也不能保证完美。经网友提醒，这里可以手动添加一项突破性研究：「AlphaFold」。
去年，谷歌旗下人工智能技术公司 DeepMind 宣布深度学习算法「Alphafold」破解了出现五十年之久的蛋白质分子折叠问题。2021年7月，AlphaFold 的论文正式发表在《Nature》杂志上。
louisbouchard.ai/2021-a