2021: A Year Full of Amazing AI papers – A Review

A curated list of the latest breakthroughs in AI by release date with a clear video explanation, link to a more in-depth article, and code.

comefrom:

https://www.louisbouchard.ai/2021-ai-papers-review/

Table of content

  • DALL·E: Zero-Shot Text-to-Image Generation from OpenAI [1]
  • VOGUE: Try-On by StyleGAN Interpolation Optimization [2]
  • Taming Transformers for High-Resolution Image Synthesis [3]
  • Thinking Fast And Slow in AI [4]
  • Automatic detection and quantification of floating marine macro-litter in aerial images [5]
  • ShaRF: Shape-conditioned Radiance Fields from a Single View [6]
  • Generative Adversarial Transformers [7]
  • We Asked Artificial Intelligence to Create Dating Profiles. Would You Swipe Right? [8]
  • Swin Transformer: Hierarchical Vision Transformer using Shifted Windows [9]
  • IMAGE GANS MEET DIFFERENTIABLE RENDERING FOR INVERSE GRAPHICS AND INTERPRETABLE 3D NEURAL RENDERING [10]
  • Deep nets: What have they ever done for vision? [11]
  • Infinite Nature: Perpetual View Generation of Natural Scenes from a Single Image [12]
  • Portable, Self-Contained Neuroprosthetic Hand with Deep Learning-Based Finger Control [13]
  • Total Relighting: Learning to Relight Portraits for Background Replacement [14]
  • LASR: Learning Articulated Shape Reconstruction from a Monocular Video [15]
  • Enhancing Photorealism Enhancement [16]
  • DefakeHop: A Light-Weight High-Performance Deepfake Detector [17]
  • High-Resolution Photorealistic Image Translation in Real-Time: A Laplacian Pyramid Translation Network [18]
  • Barbershop: GAN-based Image Compositing using Segmentation Masks [19]
  • TextStyleBrush: Transfer of text aesthetics from a single example [20]
  • Animating Pictures with Eulerian Motion Fields [21]
  • CVPR 2021 Best Paper Award: GIRAFFE – Controllable Image Generation [22]
  • GitHub Copilot & Codex: Evaluating Large Language Models Trained on Code [23]
  • Apple: Recognizing People in Photos Through Private On-Device Machine Learning [24]
  • Image Synthesis and Editing with Stochastic Differential Equations [25]
  • Sketch Your Own GAN [26]
  • Tesla’s Autopilot Explained [27]
  • Styleclip: Text-driven manipulation of StyleGAN imagery [28]
  • TimeLens: Event-based Video Frame Interpolation [29]
  • Diverse Generation from a Single Video Made Possible [30]
  • Skillful Precipitation Nowcasting using Deep Generative Models of Radar [31]
  • The Cocktail Fork Problem: Three-Stem Audio Separation for Real-World Soundtracks [32]
  • ADOP: Approximate Differentiable One-Pixel Point Rendering [33]
  • (Style)CLIPDraw: Coupling Content and Style in Text-to-Drawing Synthesis [34]
  • SwinIR: Image restoration using swin transformer [35]
  • EditGAN: High-Precision Semantic Image Editing [36]
  • CityNeRF: Building NeRF at City Scale [37]
  • ClipCap: CLIP Prefix for Image Captioning [38]
  • Paper references

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