gromov-wasserstein 开源项目推荐（11 个）

PythonOT /POT

POT：Python最优传输

ott-jax /ott

Optimal transport tools implemented with the JAX framework, to solve large scale matching problems of any flavor.

uzh-rpg /event_representation_study

Official PyTorch implementation of the ICCV 2023 paper: From Chaos Comes Order: Ordering Event Representations for Object Recognition and Detection.

ymgw55 /WSMD

Improving word mover’s distance by leveraging self-attention matrix (Published in EMNLP 2023 Findings)

chansigit /torchgw

TorchGW — Fast Sampled Gromov-Wasserstein optimal transport in pure PyTorch. GPU-accelerated with Triton fused Sinkhorn kernels. 3-175x faster than POT.

BerensF /ComparingProteins

该项目在 GitHub 上没有填写描述

liangling98 /GWIPG

Inexact projected gradient for Gromov-Wasserstein optimal transport, with reproducible paper examples.

TheAxeC /registration-free-tensor-pls

Registration-free supervised tensor-PLS (RAW-PLS) for unaligned multiparametric MRI: each scan is a point cloud transported onto a learnable cross-subject template via supervised fused Gromov-Wasserstein, then read out with a low-rank geometry head. No registration, interpretable, with identifiability and consistency guarantees. On BraTS.

AAH20 /zero-shot-bci

Zero-Shot Cross-Subject BCI Foundation Transport & Continuous Multi-Modal Biometric Liveness Mesh. Gromov-Wasserstein manifold alignment, sub-15mW spike sparsification, and P300/optical jitter anti-spoofing.

MoePien /RelaxedEmbeddedWasserstein

Official Implementation of 'Joint Metric Space Embedding by Unbalanced OT with Gromov-Wasserstein Marginal Penalization'

eddardd /gw_mds

(GSI'25) Gromov Wasserstein Multi-Dimensional Scaling