involution_pytorch vs involution

involution_pytorch

Unofficial PyTorch implementation of the Involution layer from CVPR 2021 (by rish-16)

involution

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

involution Operator Pytorch image-classification object-detection instance-segmentation semantic-segmentation cvpr2021 pre-trained-model

Source Code

arxiv.org

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involution_pytorch		involution
	Project
1	Mentions	6
45	Stars	1,306
-	Growth	-
0.0	Activity	0.0
almost 3 years ago	Latest Commit	almost 3 years 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_pytorch

Posts with mentions or reviews of involution_pytorch. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-05-09.

[P] PyTorch Involution layer wrapper
3 projects | /r/MachineLearning | 9 May 2021

Wrapper: https://github.com/rish-16/involution_pytorch

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

What are some alternatives?

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

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

mmdetection - OpenMMLab Detection Toolbox and Benchmark

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

yolact_edge - The first competitive instance segmentation approach that runs on small edge devices at real-time speeds.

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

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

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]

BCNet - Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers [CVPR 2021]