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GitHub topics: object-centric-learning

angelvillar96/PlaySlot

Official implementation of: "PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning" by Villar-Corrales & Behnke. ICML 2025

Language: Python - Size: 8.81 MB - Last synced at: 3 days ago - Pushed at: 4 days ago - Stars: 6 - Forks: 0

arubique/OCCAM

This is an implementation of the paper "Are We Done with Object-Centric Learning?"

Language: Jupyter Notebook - Size: 2.24 MB - Last synced at: 4 days ago - Pushed at: about 2 months ago - Stars: 8 - Forks: 0

amazon-science/AdaSlot

Official implementation of the CVPR'24 paper [Adaptive Slot Attention: Object Discovery with Dynamic Slot Number]

Language: Python - Size: 1.44 MB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 41 - Forks: 2

agopal42/syncx

Official code repository for NeurIPS 2024 paper "Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery"

Language: Python - Size: 936 KB - Last synced at: about 2 months ago - Pushed at: 5 months ago - Stars: 8 - Forks: 0

agopal42/ctcae

Official code repository for NeurIPS 2023 paper "Contrastive Training of Complex-Valued Autoencoders for Object Discovery"

Language: Python - Size: 922 KB - Last synced at: about 2 months ago - Pushed at: 5 months ago - Stars: 3 - Forks: 0

Interpause/dinosavi

Self-supervised learning of Video Object Segmentation using DINOSAUR and SAVi

Language: Jupyter Notebook - Size: 1.06 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

whieya/Learning-to-compose

[ICLR'24] Learning to Compose: Improving Object Centric Learning by Injecting Compositionality

Language: Python - Size: 7.93 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 1 - Forks: 0

DanHrmti/ECRL

Official PyTorch implementation of "Entity-Centric Reinforcement Learning for Object Manipulation from Pixels", Haramati et al., ICLR 2024

Language: Python - Size: 14.4 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

Wuziyi616/SlotDiffusion

Code release for NeurIPS 2023 paper SlotDiffusion: Object-centric Learning with Diffusion Models

Language: Python - Size: 6.12 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 68 - Forks: 6

AIS-Bonn/OCVP-object-centric-video-prediction

Official implementation of: "Object-Centric Video Prediction via Decoupling of Object Dynamics and Interactions" by Villar-Corrales et al. ICIP 2023

Language: Python - Size: 3.01 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 11 - Forks: 1

miltonllera/ocdm

Object-Centric Disentangled Mechanisms

Language: Python - Size: 174 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

CUN-bjy/oc-bench

Simple Codebases for Benchmarking Object-Centric Architectures

Language: Python - Size: 76.2 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

a-imamshah/savi-pytorch

Unofficial implementation of SAVi in PyTorch

Language: Python - Size: 19.5 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0