Object-Detection-60daysofudacity

Project Domain - Open to discussion

- Real time object detection 
    - self driving cars (https://www.youtube.com/watch?list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf&v=O5xeyoRL95U)
- Visual Relationship Detection Tracking
- Lane Detection
- Medical Imaging

Kaggle Competitions

1. [Visual Relationship Detection Tracking] https://www.kaggle.com/c/google-ai-open-images-object-detection-track
2. [Medical Imaging] https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation

Group members:

1. Helena Barmer
2. Mahak Bansal
3. Seerat K. Jaura
4. Shashi Gharti
5. Joyce Obi

ToDo:

• Finalise a date/time for Virtual Meetups.
• Finalise Dataset to be used.
• Discuss various approaches for the project.

Free Cloud Platform

Google Collab: https://colab.research.google.com/ GCP(Google Cloud Platform):https://cloud.google.com/free/ ($300 free credit to get started with any GCP product.)

Resources

• Papers with code (https://paperswithcode.com/sota/real-time-object-detection-on-coco)
• https://sergioskar.github.io/Semantic_Segmentation/
• Papers with code https://paperswithcode.com/task/lane-detection/latest (lane detection)

Algorithms used for object detection and localization

Video Lecture: https://deeplearning.mit.edu/ (48:10)

• Region Based
  • R-CNN, Faster R-CNN
• Single Shot Method(SSD)
  • YOLO (https://pjreddie.com/darknet/yolo/)
• Semantic Segmentation

Datasets (Open to suggestions)

• COCO Dataset (http://cocodataset.org)

• Open Images Dataset

  • https://ai.googleblog.com/2016/09/introducing-open-images-dataset.html
  • https://github.com/openimages/dataset

• The Visual Genome Dataset (http://visualgenome.org/api/v0/api_home.html)

• VOT Challenge Dataset (http://www.votchallenge.net/vot2018/dataset.html)

• OPPORTUNITY Activity Recognition Data Set (https://archive.ics.uci.edu/ml/datasets/opportunity+activity+recognition)

• Huge resource of datasets from various individuals, organizations and conferences (https://www.visualdata.io/)

• Yahoo Flickr Creative Commons 100M (https://webscope.sandbox.yahoo.com/catalog.php?datatype=i&did=67)

• Caltech 101 (http://www.vision.caltech.edu/Image_Datasets/Caltech101/)

  Lane Detection

  • CULane Dataset https://xingangpan.github.io/projects/CULane.html

Getting Started

• Google collab(https://towardsdatascience.com/getting-started-with-google-colab-f2fff97f594c)
• GCP
  • Register for GCP https://cloud.google.com/free/
  • https://medium.com/google-cloud/how-to-run-deep-learning-models-on-google-cloud-platform-in-6-steps-4950a57acfa5