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CoinShift Imaging Box 📦📦

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CoinShift Imaging Box: A collection of efficient and fast implementation of SOTA Object Detection and Segementation Models.

Why CoinShift Imaging?

  • Want to get Started with Advanced Computer Vision and NLP?

    • Coinshift provides you a large variety of Computer Vision and NLP pipelines.
  • Want to run high end, latest state of the art models, but you lack GPU and RAM?

    • All implementation in CoinShift is done using Google Collab or Kaggle Kernals

Some key Features!!

* Run training and inference in one place.
* All the implementation of NLP tasks are done by using Hugging Face.
* Train your model over custome data very easily.

Who can use the CoinShift Imaging Box?

🚩 CoinShift Imaging Box templates are meant for those people who have intermediate knowledge of Object Detection, Segementation models and Algorithms.

🚩 CoinShift only provides you a basic template to kick start your initial part on any Detection, Segementation, Gans, NLP project or task. You would still need to add some custom cfg and other files according to your datasets or corpus.

Important Elements

  • A) Inference Engine
    • Original pretrained models (from original authors and implementations) for inferencing and analysing.
    • Pretrained models on coco, voc, cityscpaes, type datasets.
    • Useful to analyse which algorithm works best for you.
    • Useful to generate semi-accurate annotations (coco, pascal-voc, yolo formats) on a new dataset.

Create real-world Object Detection applications

Wheat detection in field Multi-Human Pose Detection Ship Detection in Oceans on Satellite Images
Underwater Fish Detection Real-Time Object Detection on Crowd Real world Object Detection using Facebook DETR
Car Detection using YoloV5 Object Detection using RetinaNET Human Pose Detection using HRNET
Mask Detection using CNN Tiger Detection in wild using Yolov5

Gans and Transformer Applications

DeepFakes using GANS and AutoEncoders CGans on MNIST

Real world Segmentation Models

Real Time Segmentation on Videos using YolACT++ Medical Images Segementation using UNET Object Segmentation using Mask-RCNN

Classification Model's

COVID-19 Radiography Classification using Resnet18

Natural Language Processing

Sentence Classification using BERT Hugging Face Question/Answering using DistillBERT

🧿Visit Model Zoo DET for Detection Models👓

🧿Visit Model Zoo SEG for Segmentation Models👓

🧿Visit NLP Model Zoo for NLP SOTA Models👓

🧿Visit Classification Model Zoo for Classification Models👓

Want to Contribute or join us?

🚀 To contribute to CoinShift Imaging Box repository raise an issue in the git-repo or dm on linkedin

📧 To Join us Shoot a mail to - Mail Here

Upcoming Updates

  • Detection Project:
    • ANPR
  • Segmentation using:
    • Mask-RCCN
    • Detectron-2
  • NLP Models
    • Fine Tune BERT
    • Elmo Model
    • DistilBERT
    • GPT-1 and GPT-2
  • Object Tracking

We would love to hear from you about your feedbacks!! 🥰

Contributors ✨

Thanks to these wonderful people

coinshift-imaging-box's People

Contributors

aayush-hub avatar allcontributors[bot] avatar animesh-007 avatar anirudhsai20 avatar anubhavdevv avatar aqua0 avatar arnab031 avatar dark-art108 avatar dhanush2612 avatar elita04 avatar jademaveric avatar kad99kev avatar khareyash05 avatar neerajap2001 avatar prithwirajmitra2001 avatar rishikeshrajrxl avatar rohan-kulkarni-25 avatar shikharcodes avatar sloth-panda avatar srijan0519 avatar sudipg4112001 avatar

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