TasksWithCode

State-of-the-art  (SOTA)  updates  for 21 – 27 Nov 2022. This weekly newsletter highlights the work of  researchers who produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases Nearly half of released source code

State-of-the-art  (SOTA)  updates  for 14 – 20 Nov 2022 This weekly newsletter highlights the work of  researchers who produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases It is worth noting a significant

State-of-the-art  (SOTA)  updates  for 7 – 13 Nov 2022 First of all... why another newsletter on ML papers? It is nearly impossible to capture all the nuances of model implementation in a paper. Code release is key to replicate work or build off it.  While a small percentage of researchers release

State-of-the-art  (SOTA)  updates  for 31 Oct– 6 Nov 2022 TasksWithCode weekly newsletter highlights the work of SOTA researchers. Researchers in figure above produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases It

State-of-the-art  (SOTA)  updates  for 24 Oct– 30 Oct 2022 TasksWithCode weekly newsletter highlights the work of SOTA researchers. Researchers in figure above produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases The

State-of-the-art  (SOTA)  updates  for 17 Oct– 23 Oct 2022 TasksWithCode weekly newsletter highlights the work of SOTA researchers. Researchers in figure above produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases The

State-of-the-art  (SOTA)  updates  for 10 Oct– 16 Oct 2022 TasksWithCode weekly newsletter highlights the work of SOTA researchers. Researchers in figure above produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases The

State-of-the-art  (SOTA)  updates  for 3 Oct– 9 Oct 2022 TasksWithCode weekly newsletter highlights the work of researchers who publish their code (often with models) along with their SOTA paper.  This weekly is  a consolidation of daily twitter posts tracking SOTA changes. To date,  27 % (87,114) of total papers (322,

state-of-the-art  (SOTA)  updates  for 26 Sept– 2 Oct 2022 TasksWithCode weekly newsletter highlights the work of researchers who publish their code (often with models) along with their SOTA paper.  This weekly is  a consolidation of daily twitter posts tracking SOTA changes. Six papers released with code were selected for the

state-of-the-art  (SOTA)  updates  for 19 Sept– 25 Sept 2022 TasksWithCode weekly newsletter highlights the work of researchers who share their SOTA paper, code, as well models in most cases, and demo apps in few cases.  This weekly is  a consolidation of daily twitter posts tracking SOTA changes. To date,  26.

SOTA updates between 12 Sept– 18 Sept 2022 * Learning with noisy labels * Semi-supervised image classification * Domain adaptation * Few shot image classification This post is a consolidation of daily twitter posts tracking SOTA changes. Official code release (with pre-trained models in most cases) also available for these tasks. Special Update this

SOTA updates between 5 Sept– 11 Sept 2022 * Conditional image generation * Synthetic to real translation (Synthetic-to-real translation is the task of domain adaptation from synthetic (or virtual) data to real data) * Few shot image classification  - Few-shot image classification is the task of doing image classification with only a few

Serverless GPUs, AI powered mobile apps, democratized AI,… Overview The compute landscape for model creation and deployment is undergoing rapid transformation catalyzed in part by the objective of creating compelling applications, with cost of compute being the primary constraint. Applications powered by machine learning (ML) have become commonplace — trained models

SOTA updates between 29 Aug–4 Sept 2022 * Temporal action localization * Information retrieval * Link prediction This post is a consolidation of daily twitter posts tracking SOTA changes. Official code release (with pre-trained models in most cases) also available for these tasks #1 SOTA in temporal action localization on THUMOS’14

SOTA updates between 22–28 August 2022 * Image captioning * Visual Q&A and Visual reasoning * Video Object detection * Motion Blur removal * Skeleton based action recognition * Semantic segmentation for remote sensing (aerial  views) * Entity typing, entity  linking  & entity disambiguation * Facial expression recognition This post is a consolidation of daily twitter posts

State-Of-The-Art categories reviewed Consolidation of daily twitter posts for the range 8–14 August 2022 * Video and image deblurring * Action recognition in videos * Boundary grounding and captioning in videos * Optical flow estimation in videos * Video and image semantic segmentation * 3D face reconstruction * Video and Image super resolution * Heart beat detection

State-of-art categories reviewed (5–7 August 2022) * Pose estimation * Zero-shot action recognition in videos * Image Retrieval from Contextual Descriptions * Age estimation from image Official code release also available for these tasks Pose estimation 3-D Pose Human pose and shape  estimation Top-down approaches for human pose and shape estimation typically crop