Top 15 efficientnet Open-Source Projects

• pytorch-image-models

  35 29,751 9.4 Python

  PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

  

Project mention: FLaNK AI Weekly 18 March 2024 | dev.to | 2024-03-18

• automl

  7 6,154 5.0 Jupyter Notebook

  Google Brain AutoML

  

Project mention: Slowdown / normalization on the Front Lines | /r/singularity | 2023-05-30

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• Yet-Another-EfficientDet-Pytorch

  1 5,183 0.0 Jupyter Notebook

  The pytorch re-implement of the official efficientdet with SOTA performance in real time and pretrained weights.

• segmentation_models

  8 4,602 0.0 Python

  Segmentation models with pretrained backbones. Keras and TensorFlow Keras.

Project mention: Instance segmentation of small objects in grainy drone imagery | /r/computervision | 2023-12-09

Also, I’d suggest considering switching to the segmentation-models library - it provides U-Net models with a variety of pretrained backbones of as encoders. The author also put out a PyTorch version. https://github.com/qubvel/segmentation_models.pytorch https://github.com/qubvel/segmentation_models

• efficientnet

  9 2,057 0.0 Python

  Implementation of EfficientNet model. Keras and TensorFlow Keras.

Project mention: Getting Started with Gemma Models | dev.to | 2024-04-15

Examples of lightweight models include MobileNet, a computer vision model designed for mobile and embedded vision applications, EfficientDet, an object detection model, and EfficientNet, a CNN that uses compound scaling to enable better performance. All these are lightweight models from Google.

• gen-efficientnet-pytorch

  2 1,559 10.0 Python

  Pretrained EfficientNet, EfficientNet-Lite, MixNet, MobileNetV3 / V2, MNASNet A1 and B1, FBNet, Single-Path NAS

• efficientdet-pytorch

  1 1,550 4.1 Python

  A PyTorch impl of EfficientDet faithful to the original Google impl w/ ported weights

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• private-detector

  5 1,252 4.6 Python

  Bumble's Private Detector - a pretrained model for detecting lewd images

  

Project mention: I made a social media app | /r/webdev | 2023-12-08

Here’s one made by bumble

• MEAL-V2

  1 684 1.8 Python

  MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks. In NeurIPS 2020 workshop.

• node-efficientnet

  133 250 0.0 TypeScript

  tensorflowJS implementation of EfficientNet 🚀

• HoloLens2-Machine-Learning

  3 101 0.0 C#

  Using deep learning models for image classification directly on the HoloLens 2.

• DFSpot-Deepfake-Recognition

  9 89 0.0 Python

  Determine whether a given video sequence has been manipulated or synthetically generated

• LCPN-hiernet

  9 3 0.0 Python

  Hierarchical image classification model for fashion commerce items based on EfficientNet-b4 and LCPN (Local Classifier per Parent Node) technique.

• TFLiteClassification

  1 1 0.0 Jupyter Notebook

  TensorFlow Lite Image Classification Python Implementation

• pytorch-efficientdet-api

  2 1 4.2 Python

  A PyTorch EfficientDet API for easy training and inference on custom datasets.

• SaaSHub

  www.saashub.com sponsored

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

efficientnet related posts

• I made a social media app
  1 project | /r/webdev | 8 Dec 2023
• Slowdown / normalization on the Front Lines
  1 project | /r/singularity | 30 May 2023
• Lion, a new Optimizer from Google, provides 3-5x speedup compared to AdamW
  1 project | news.ycombinator.com | 21 Feb 2023
• Object Detection on HoloLens 2
  1 project | /r/HoloLens | 21 Feb 2023
• Why did the original ResNet paper not use dropout?
  1 project | /r/datascience | 29 Jan 2023
• Hotdog. Not hotdog.
  1 project | /r/SiliconValleyHBO | 23 Nov 2022
• Bumble open sourced its AI that detects unsolicited nudes
  1 project | /r/technology | 25 Oct 2022
• A note from our sponsor - SaaSHub
  www.saashub.com | 26 Apr 2024

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