dnth
Fullstack computer vision engineer specializing in deploying models on edge devices for real-time inference.
@zenml-ioKuala Lumpur, Malaysia
Pinned Repositories
behavior-dataset
Dataset for behavior recognition on NAO
deployment-frameworks
fastdup-manage-clean-curate-blogpost
Find duplicate and anomalies in your dataset. Identify wrong/confusing labels in your dataset. Uncover data leak in your dataset.
huggingface-timm-mobile-blogpost
Bringing High-Quality Image Models to Mobile: Hugging Face TIMM Meets Android & iOS
supercharge-your-pytorch-image-models-blogpost
Supercharge Your PyTorch Image Models: Bag of Tricks to 8x Faster Inference with ONNX Runtime & Optimizations
timm-flutter-pytorch-lite-blogpost
PyTorch at the Edge: Deploying Over 964 TIMM Models on Android with TorchScript and Flutter.
x.infer
Framework agnostic computer vision inference. Run 1000+ models by changing only one line of code. Supports models from transformers, timm, ultralytics, vllm, ollama and your custom model.
x.retrieval
Evaluate your multimodal retrieval system with any models and datasets.
yolov5-deepsparse-blogpost
By the end of this post, you will learn how to: Train a SOTA YOLOv5 model on your own data. Sparsify the model using SparseML quantization aware training, sparse transfer learning, and one-shot quantization. Export the sparsified model and run it using the DeepSparse engine at insane speeds. P/S: The end result - YOLOv5 on CPU at 180+ FPS using on
yolov5-torchscript-flutter-blogpost
YOLOv5 real time inference on Android with Torchscript and Flutter
dnth's Repositories
dnth/x.infer
Framework agnostic computer vision inference. Run 1000+ models by changing only one line of code. Supports models from transformers, timm, ultralytics, vllm, ollama and your custom model.
dnth/supercharge-your-pytorch-image-models-blogpost
Supercharge Your PyTorch Image Models: Bag of Tricks to 8x Faster Inference with ONNX Runtime & Optimizations
dnth/deployment-frameworks
dnth/postgresql-multimodal-retrieval
Vector/Hybrid Search & Retrieval on PostgreSQL database using Vision Language Model.
dnth/cvat-gradio
Load CVAT datasets into Gradio
dnth/design-patterns-in-python
My practice to implement design patterns in Python
dnth/dnth
dnth/dnth.github.io
dnth/ram-onnx-inference
dnth/x.retrieval
Evaluate your multimodal retrieval system with any models and datasets.
dnth/bentoml-model-chaining
Chain multiple models together using BentoML. Run inference with an API endpoint. Deploy anywhere Docker runs.
dnth/self-supervised-timm
Adapt TIMM backbone to your custom dataset with self-supervised learning in fastai
dnth/cv-docker-images
A collection of Dockerfiles to build computer vision containers for deployment.
dnth/data-flywheel
Data flywheel to iteratively correct object detection annotations
dnth/freqtrade
Free, open source crypto trading bot
dnth/from-pytorch-to-edge-deployment-blogpost
In this blog, I show you simple steps to improve your PyTorch model's inference time making them fit to be deployed on the edge.
dnth/icevision
An Agnostic Computer Vision Framework - Pluggable to any Training Library: Fastai, Pytorch-Lightning with more to come
dnth/lightly
A python library for self-supervised learning on images.
dnth/mmdetection_configs
Copy of original mmdetection configs
dnth/moondream
tiny vision language model
dnth/optimum
🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools
dnth/portio-hugo
Portio Hugo is a simple, minimal and responsive Portfolio Hugo Theme. Portio Hugo is well organized, well-formatted, and named accordingly so it’s easy to change any and all of the design. Portio is built with Bootstrap 4. You can customize it very easily to fit your needs.
dnth/pylabel
Python library for computer vision labeling tasks. The core functionality is to translate bounding box annotations between different formats-for example, from coco to yolo.
dnth/recognize-anything
Code for the Recognize Anything Model (RAM) and Tag2Text Model
dnth/rpi_inference
Computer vision inference on Raspberry Pi.
dnth/sprout_downloader_python
SproutVideos downloader on python
dnth/streamlit-img-label
streamlit-img-label is a graphical image annotation tool using streamlit. Annotations are saved as XML files in PASCAL VOC format.
dnth/vl-hf-annotation-converter
dnth/vlhf
Visual Layer <-> Hugging Face integration for data in/out.
dnth/yolox-body-head-hand-face