Media Summary: Visual scenes are often comprised of sets of independent Francesco Locatello - NeurIPS 2020 Spotlight. Authors: Nathan Drenkow; Mathias Unberath Description:

Object Centric Learning With Slot Attention - Detailed Analysis & Overview

Visual scenes are often comprised of sets of independent Francesco Locatello - NeurIPS 2020 Spotlight. Authors: Nathan Drenkow; Mathias Unberath Description: The discussion focuses on the architectural principles behind PLATO, the motivation for Speakers: Daniil Kirilenko, ; Alexey Kovalev, AIRI; Aleksandr I Panov, AIRI. Slides: ... [CVPR 2024] Guided Slot Attention for Unsupervised Video Object Segmentation

Experiment demonstrations of the proposed latent methods based on Video presentation for "Reconstruction-Guided Jian Li:Renmin University of China;Pu Ren:Northeastern University;Yang Liu:University of Chinese Academy of Sciences;Hao ...

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Object-Centric Learning with Slot Attention (Paper Explained)
Object-Centric Learning with Slot Attention
Unlocking Object Centric Learning with Slot Attention
Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-Centric Learning
Intuitive physics learning in a deep-learning model inspired by developmental psychology
Slot-TTA
Object Representations as Fixed Points
Unlocking Slot Attention by Changing Optimal Transport Costs
[ICCV 2021] SCOUTER: Slot Attention-based Classifier for Explainable Image Recognition
Object-Centric Representations with Slot Attention for Visual Tasks [in Russian]
[CVPR 2024] Guided Slot Attention for Unsupervised Video Object Segmentation
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Object-Centric Learning with Slot Attention (Paper Explained)

Object-Centric Learning with Slot Attention (Paper Explained)

Visual scenes are often comprised of sets of independent

Object-Centric Learning with Slot Attention

Object-Centric Learning with Slot Attention

Francesco Locatello - NeurIPS 2020 Spotlight.

Unlocking Object Centric Learning with Slot Attention

Unlocking Object Centric Learning with Slot Attention

Links : Subscribe: https://www.youtube.com/@Arxflix Twitter: https://x.com/arxflix LMNT: https://lmnt.com/

Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning

Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning

Presentation video for CVPR2023.

RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-Centric Learning

RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-Centric Learning

Authors: Nathan Drenkow; Mathias Unberath Description:

Intuitive physics learning in a deep-learning model inspired by developmental psychology

Intuitive physics learning in a deep-learning model inspired by developmental psychology

The discussion focuses on the architectural principles behind PLATO, the motivation for

Slot-TTA

Slot-TTA

Test-time Adaptation with

Object Representations as Fixed Points

Object Representations as Fixed Points

Conference publication at NeurIPS 2022. https://sites.google.com/view/implicit-

Unlocking Slot Attention by Changing Optimal Transport Costs

Unlocking Slot Attention by Changing Optimal Transport Costs

Accepted paper at the All Things

[ICCV 2021] SCOUTER: Slot Attention-based Classifier for Explainable Image Recognition

[ICCV 2021] SCOUTER: Slot Attention-based Classifier for Explainable Image Recognition

Paper: https://arxiv.org/abs/2009.06138 Code : https://github.com/wbw520/scouter.

Object-Centric Representations with Slot Attention for Visual Tasks [in Russian]

Object-Centric Representations with Slot Attention for Visual Tasks [in Russian]

Speakers: Daniil Kirilenko, ; Alexey Kovalev, AIRI; Aleksandr I Panov, AIRI. Slides: ...

[CVPR 2024] Guided Slot Attention for Unsupervised Video Object Segmentation

[CVPR 2024] Guided Slot Attention for Unsupervised Video Object Segmentation

[CVPR 2024] Guided Slot Attention for Unsupervised Video Object Segmentation

Unsupervised Hierarchical  Object-Centric Learning | Neelu Madan

Unsupervised Hierarchical Object-Centric Learning | Neelu Madan

Existing

Object-Centric Representations for Enhanced Manipulation: Generalization Performance Demo

Object-Centric Representations for Enhanced Manipulation: Generalization Performance Demo

We tackle this by proposing an

Learning Dynamic Object-centric Representations for Robotic Manipulation

Learning Dynamic Object-centric Representations for Robotic Manipulation

Experiment demonstrations of the proposed latent methods based on

The ObjectFolder Benchmark: Multisensory Learning with Neural and Real Objects (CVPR 2023)

The ObjectFolder Benchmark: Multisensory Learning with Neural and Real Objects (CVPR 2023)

The ObjectFolder Benchmark: Multisensory

(SlotCurri) Reconstruction-Guided Slot Curriculum for Video Object-Centric Learning (CVPR2026)

(SlotCurri) Reconstruction-Guided Slot Curriculum for Video Object-Centric Learning (CVPR2026)

Video presentation for "Reconstruction-Guided

LOC-ZSON: Language-driven Object-Centric Zero-Shot Object Retrieval and Navigation

LOC-ZSON: Language-driven Object-Centric Zero-Shot Object Retrieval and Navigation

LOC-ZSON: Language-driven

KDD 2025 - Reasoning Enhanced Object Centric Learning for Videos

KDD 2025 - Reasoning Enhanced Object Centric Learning for Videos

Jian Li:Renmin University of China;Pu Ren:Northeastern University;Yang Liu:University of Chinese Academy of Sciences;Hao ...

AI经典论文解读49:Object-Centric Learning with Slot Attention 注意力插槽学习

AI经典论文解读49:Object-Centric Learning with Slot Attention 注意力插槽学习

AI经典论文解读49: