involution vs yolact_edge

involution

[CVPR 2021] Involution: Inverting the Inherence of Convolution for Visual Recognition, a brand new neural operator (by d-li14)

Source Code

arxiv.org

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yolact_edge

The first competitive instance segmentation approach that runs on small edge devices at real-time speeds. (by haotian-liu)

Realtime Real-time instance-segmentation yolactedge Pytorch edge-devices

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involution		yolact_edge
	Project
6	Mentions	1
1,306	Stars	1,245
-	Growth	-
0.0	Activity	0.0
almost 3 years ago	Latest Commit	over 1 year ago
Python	Language	Python
MIT License	License	MIT License

The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

involution

Posts with mentions or reviews of involution. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-05-10.

[R] Involution: Inverting the Inherence of Convolution for Visual Recognition
3 projects | /r/MachineLearning | 10 May 2021

PDF Link | Landing Page | Read as web page on arXiv Vanity
[P] PyTorch Involution layer wrapper
3 projects | /r/MachineLearning | 9 May 2021

Have you benchmarked it against the official implementations? Would be interesting to see what the difference is versus their CUDA version.
[D] Paper Explained - Involution: Inverting the Inherence of Convolution for Visual Recognition (Full Video Analysis)
1 project | /r/MachineLearning | 8 May 2021

Code: https://github.com/d-li14/involution

yolact_edge

Posts with mentions or reviews of yolact_edge. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-04-29.

Real-time Object Detection on Jetson Nano
2 projects | /r/computervision | 29 Apr 2021

Try yolact-edge, nice and fast github code

What are some alternatives?

When comparing involution and yolact_edge you can also consider the following projects:

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

yolact - A simple, fully convolutional model for real-time instance segmentation.

mmdetection - OpenMMLab Detection Toolbox and Benchmark

Im2Vec - [CVPR 2021 Oral] Im2Vec Synthesizing Vector Graphics without Vector Supervision

AlphaPose - Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System

unilm - Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

sahi - Framework agnostic sliced/tiled inference + interactive ui + error analysis plots

manydepth - [CVPR 2021] Self-supervised depth estimation from short sequences

yolo-tensorrt - TensorRT8.Support Yolov5n,s,m,l,x .darknet -> tensorrt. Yolov4 Yolov3 use raw darknet *.weights and *.cfg fils. If the wrapper is useful to you,please Star it.

MPRNet - [CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.

MaskDINO - [CVPR 2023] Official implementation of the paper "Mask DINO: Towards A Unified Transformer-based Framework for Object Detection and Segmentation" [Moved to: https://github.com/IDEA-Research/MaskDINO]