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Contributions to Open Research

  • SOTA Researchers - Highlighting the work of SOTA reseachers & practitioners who publish code, models, app & notebooks (in some cases) for a paper

  • SOTA Researchers - ML Concepts explained in under a minute with accompanying notebook and notebook code walkthrough

  • Discover and Compare SOTA models - Discover and compare SOTA solutions for tasks with a few keystrokes/clicks

  • APIs - Free APIs for tasks using SOTA models (with permissive licenses). Please use for evaluation only to avoid overwhelming servers

  • Apps - demo apps hosted on TWC servers and/or on Hugging Face

  • Notebooks - notebooks in Google colab

  • Explorations - Github repos with experiments that are work in progress

  • Newsletters - Aperiodic newsletters on Ghost and Medium

Tasks solved using SOTA models

  1. Image background removal - API available now
  2. Video background removal
  3. Classifying the dominant object in the foreground of an image
  4. Detecting multiple objects within an image
  5. Image Captioning
  6. Video quality assessment
  7. Learning image embeddings
  8. Sentence embeddings for Semantic search, similarity, and clustering
  9. Exploratory tasks

Image Background Removal

Image Background Removal

Current endpoint

  • APIs for Image background removal. API usage illustrated in Hugging Face app & TWC hosted app

SOTA model for this task

Video Background Removal

Video Background Removal

Current endpoint

SOTA model

Foreground object classification

Single Object Classification

Current endpoint

SOTA model

Detecting multiple objects within images

Multiple Objects Classification

Current endpoint

  • Compare models through separate apps (Detic & OWL-ViT)
    • Hugging Face app. Detic Model
    • Hugging Face app OWL-ViT model

SOTA models

Image Captioning

  • Hugging Face app OWL-ViT model

SOTA models

Video quality assessment

Self-supervised image representations

Sentence embeddings

Tasks

  • Sentence Similarity Comparison app Apps & Hugging Face app
  • Semantic Search Comparison app Apps & Hugging Face app
  • Semantic Clustering Comparison app Apps & Hugging Face app

SOTA models

Exploratory tasks