[CVPR 2021] Involution: Inverting the Inherence of Convolution for Visual Recognition, a brand new neural operator

pytorch operator image-classification object-detection semantic-segmentation instance-segmentation involution pre-trained-model cvpr2021

• Updated Jul 16, 2021
• Python

PyTorch reimplementation of the paper "Involution: Inverting the Inherence of Convolution for Visual Recognition" (2D and 3D Involution) [CVPR 2021].

machine-learning computer-vision deep-learning pytorch visual-recognition involution cvpr2021 2d-involution 3d-involution

• Updated Mar 28, 2022
• Python

Computer Algebra and Symbolic Computation System for Combinatorics and Algebraic Number Theory for JavaScript

polynomials matrices combinatorics permutations combinations factorization partitions tensors magic-square symbolic-computation computer-algebra-system groebner-basis extended-euclidean-algorithm primes primality-test diophantine-solver derangement involution algebraic-number-theory polynomial-solvers

• Updated Nov 12, 2026
• JavaScript

Unofficial PyTorch reimplemention of the paper "Involution: Inverting the Inherence of Convolution for Visual Recognition" [CVPR 2021].

machine-learning computer-vision deep-learning cpp openmp cuda pytorch apex visual-recognition involution torchscript cvpr2021 2d-involution

• Updated Jul 13, 2021
• C++

The new involution operator was implemented in GAN, compared with DCGAN and SAGAN.

generative-adversarial-network operator image-generation self-attention involution

• Updated May 18, 2021
• Python

The new involution operator was proposed recently, but it was only implemented in the discriminative models. We first associate the involution with generative adversarial networks(GAN) to explore its effectiveness in image generation problems. We use the human face dataset CelebA. The experiments show the superior performance of involution GAN o…

gan involution involution-gan

• Updated May 17, 2021
• Python

My Deep Learning Projects (Classification, Segmentation, Object Detection, NLP, Deep Multiple Instance Learning)

nlp deep-learning tensorflow optimization keras classification topic-modeling segmentation convolutional-neural-networks object-detection bert gemma multiple-instance-learning involution detectron2 large-language-models gemma-7b

• Updated May 31, 2024
• Jupyter Notebook

An High Performance Evolutionary Algorithm Library based on Pytorch. 基于Pytorch的高性能演化计算库。

python3 pytorch artificial-intelligence evolutionary-algorithms searching-algorithms optimization-algorithms involution

• Updated May 13, 2023
• Jupyter Notebook

PyTorch reimplementation of the paper Involution: Inverting the Inherence of Convolution for Visual Recognition (2D and 3D Involution) [CVPR 2021].

involution

• Updated Jul 5, 2022
• Python

2D 수직 촬영 영상(Overhead Imagery)에 특화된 디퓨전 기반 고속·정밀 객체 검출 모델 제안

object-detection diffusion cbam involution overhead-image-analysis yolov11

• Updated Sep 12, 2025
• Python