Contrastive Training of Complex-Valued Autoencoders for Object Discovery

Contrastive Training of Complex-Valued Autoencoders for Object Discovery

24 May 2023

Aleksandar Stanić

Anand Gopalakrishnan

Jürgen Schmidhuber

Papers citing "Contrastive Training of Complex-Valued Autoencoders for Object Discovery"

16 / 16 papers shown

Title
Enhancing deep neural networks through complex-valued representations and Kuramoto synchronization dynamics Sabine Muzellec A. Alamia Thomas Serre Rufin VanRullen 39 0 0 28 Feb 2025
Traveling Waves Integrate Spatial Information Through Time Mozes Jacobs Roberto C. Budzinski L. Muller Demba E. Ba T. Anderson Keller 73 0 0 09 Feb 2025
Artificial Kuramoto Oscillatory Neurons Takeru Miyato Sindy Lowe Andreas Geiger Max Welling AI4CE 75 6 0 17 Oct 2024
Multi-Scale Fusion for Object Representation Rongzhen Zhao V. Wang Arno Solin Joni Pajarinen OCL VOS 68 1 0 02 Oct 2024
Tracking objects that change in appearance with phase synchrony Sabine Muzellec Drew Linsley A. Ashok E. Mingolla Girik Malik Rufin VanRullen Thomas Serre 31 1 0 02 Oct 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 45 5 0 27 May 2024
Slot Abstractors: Toward Scalable Abstract Visual Reasoning S. S. Mondal Jonathan D. Cohen Taylor W. Webb OCL 37 8 0 06 Mar 2024
Parallelized Spatiotemporal Binding Gautam Singh Yue Wang Jiawei Yang Boris Ivanovic Sungjin Ahn Marco Pavone Tong Che 48 1 0 26 Feb 2024
Visual Reasoning in Object-Centric Deep Neural Networks: A Comparative Cognition Approach Guillermo Puebla Jeffrey S. Bowers OCL 43 0 0 20 Feb 2024
Binding Dynamics in Rotating Features Sindy Lowe Francesco Locatello Max Welling OCL 27 2 0 08 Feb 2024
Latent Noise Segmentation: How Neural Noise Leads to the Emergence of Segmentation and Grouping Vincent Mallet Zhengqing Wu M. Ovsjanikov 21 5 0 28 Sep 2023
Rotating Features for Object Discovery Sindy Lowe Phillip Lippe Francesco Locatello Max Welling OCL 30 21 0 01 Jun 2023
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models Ziyi Wu Nikita Dvornik Klaus Greff Thomas Kipf Animesh Garg OCL BDL 64 90 0 12 Oct 2022
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,785 0 29 Apr 2021
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 224 254 0 09 Dec 2020
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 280 1,400 0 01 Dec 2016