Popular GitHub Repositories for Invariance

This is the official PyTorch implementation of the CVPR 2020 paper "TransMoMo: Invariance-Driven Unsupervised Video Motion Retargeting".

PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in clustering (CVPR2021)

TI-pooling: transformation-invariant pooling for feature learning in Convolutional Neural Networks

Equivariant Subgraph Aggregation Networks (ICLR 2022 Spotlight)

The official implementation for ICLR22 paper "Handling Distribution Shifts on Graphs: An Invariance Perspective"

Efficient Scale-Invariant Generator with Column-Row Entangled Pixel Synthesis (CVPR 2023)

[AAAI '23] PINAT: A Permutation INvariance Augmented Transformer for NAS Predictor

[CVPR 2021] Official Implementation of VAI: Unsupervised Visual Attention and Invariance for Reinforcement Learning

Size-Invariant Graph Representations for Graph Classification Extrapolations (ICML 2021 Long Talk)

[NeurIPS 2023] Does Invariant Graph Learning via Environment Augmentation Learn Invariance?

MolKGNN is a deep learning model for predicting biological activity or molecular properties. It features in 1. SE(3)-invariance 2. conformation-invariance 3. interpretability. MolKGNN uses a novel molecular convolution to leverage the similarity of molecular neighborhood and kernels. It shows superior results in realistic drug discovery datasets.

Lorentz group equivariant autoencoders based on Lorentz Group Network

Code for the BMVC'21 Oral paper "Unsupervised Human Action Recognition with Skeletal Graph Laplacian and Self-Supervised Viewpoints Invariance"

[MedIA] Dermoscopic image retrieval based on rotation-invariance deep hashing

Official PyTorch implementation of "TridentAdapt: Learning Domain-invariance via Source-Target Confrontation and Self-induced Cross-domain Augmentation"