mlsanityData to 7 Oct 2026

PVT-COV19D: Pyramid Vision Transformer for COVID-19 Diagnosis

arXiv 2206.15069 ↗First posted 30 Jun 2022eess.IV cs.CVcited by 0

Not on the map. Why?

Abstract (arXiv)

With the outbreak of COVID-19, a large number of relevant studies have emerged in recent years. We propose an automatic COVID-19 diagnosis framework based on lung CT scan images, the PVT-COV19D. In order to accommodate the different dimensions of the image input, we first classified the images using Transformer models, then sampled the images in the dataset according to normal distribution, and fed the sampling results into the modified PVTv2 model for training. A large number of experiments on the COV19-CT-DB dataset demonstrate the effectiveness of the proposed method.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 18 of its 30 references that are in the map. First posted on arXiv 30 Jun 2022.

Builds on

18 of 30 references.

References · 18

  1. 2020End-to-End Object Detection with Transformerscited by 7,384
  2. 2020Training data-efficient image transformers & distillation through attentioncited by 4,560
  3. 2020Deformable DETR: Deformable Transformers for End-to-End Object Detectioncited by 3,410
  4. 2017Non-local Neural Networkscited by 2,290
  5. 2021Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutionscited by 1,960
  6. 2021Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNetcited by 1,096
  7. 2021PVT v2: Improved Baselines with Pyramid Vision Transformercited by 749
  8. 2018CCNet: Criss-Cross Attention for Semantic Segmentationcited by 717
  9. 2021Transformer in Transformercited by 632
  10. 2019Stand-Alone Self-Attention in Vision Modelscited by 542
  11. 2019Attention Augmented Convolutional Networkscited by 363
  12. 2020Deep Transparent Prediction through Latent Representation Analysiscited by 72
6 more
  1. 2021MIA-COV19D: COVID-19 Detection through 3-D Chest CT Image Analysiscited by 72
  2. 2020URIE: Universal Image Enhancement for Visual Recognition in the Wildcited by 27
  3. 2022AI-MIA: COVID-19 Detection & Severity Analysis through Medical Imagingcited by 20
  4. 2020COVID-FACT: A Fully-Automated Capsule Network-based Framework for Identification of COVID-19 Cases from Chest CT scanscited by 13
  5. 2021Automated Model Design and Benchmarking of 3D Deep Learning Models for COVID-19 Detection with Chest CT Scanscited by 13
  6. 2021Detecting COVID-19 and Community Acquired Pneumonia using Chest CT scan images with Deep Learningcited by 8

Built on by

Not cited yet.