Improving neural network representations using human similarity judgments

7 June 2023

Lukas Muttenthaler

Lorenz Linhardt

Jonas Dippel

Robert A. Vandermeulen

Papers citing "Improving neural network representations using human similarity judgments"

22 / 22 papers shown

Title
Interpreting the Linear Structure of Vision-language Model Embedding Spaces Isabel Papadimitriou Huangyuan Su Thomas Fel Naomi Saphra Sham Kakade Stephanie Gil VLM 40 0 0 16 Apr 2025
Semantic Depth Matters: Explaining Errors of Deep Vision Networks through Perceived Class Similarities Katarzyna Filus Michał Romaszewski Mateusz Żarski 26 0 0 14 Apr 2025
Cat, Rat, Meow: On the Alignment of Language Model and Human Term-Similarity Judgments Lorenz Linhardt Tom Neuhäuser Lenka Tětková Oliver Eberle ALM AI4TS 37 0 0 10 Apr 2025
Dimensions underlying the representational alignment of deep neural networks with humans F. Mahner Lukas Muttenthaler Umut Güçlü M. Hebart 43 4 0 28 Jan 2025
LVD-2M: A Long-take Video Dataset with Temporally Dense Captions Tianwei Xiong Yuqing Wang Daquan Zhou Zhijie Lin Jiashi Feng Xihui Liu VGen 28 7 0 14 Oct 2024
Connecting Concept Convexity and Human-Machine Alignment in Deep Neural Networks Teresa Dorszewski Lenka Tětková Lorenz Linhardt Lars Kai Hansen HAI 33 0 0 10 Sep 2024
AI-based Anomaly Detection for Clinical-Grade Histopathological Diagnostics Jonas Dippel Niklas Prenißl Julius Hense Philipp Liznerski Tobias Winterhoff ... David Horst Maximilian Alber Lukas Ruff Klaus-Robert Müller Frederick Klauschen 24 4 0 21 Jun 2024
fruit-SALAD: A Style Aligned Artwork Dataset to reveal similarity perception in image embeddings Tillmann Ohm Andres Karjus Mikhail Tamm Maximilian Schich 30 1 0 03 Jun 2024
It's Not a Modality Gap: Characterizing and Addressing the Contrastive Gap Abrar Fahim Alex Murphy Alona Fyshe VLM 35 4 0 28 May 2024
Learned feature representations are biased by complexity, learning order, position, and more Andrew Kyle Lampinen Stephanie C. Y. Chan Katherine Hermann AI4CE FaML SSL OOD 32 6 0 09 May 2024
CoCoG: Controllable Visual Stimuli Generation based on Human Concept Representations Chen Wei Jiachen Zou Dietmar Heinke Quanying Liu 35 3 0 25 Apr 2024
An Analysis of Human Alignment of Latent Diffusion Models Lorenz Linhardt Marco Morik Sidney Bender Naima Elosegui Borras DiffM 31 3 0 13 Mar 2024
Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learning F. Mumuni A. Mumuni AAML 27 5 0 11 Mar 2024
Unveiling the Human-like Similarities of Automatic Facial Expression Recognition: An Empirical Exploration through Explainable AI F. X. Gaya-Morey S. Ramis-Guarinos Cristina Manresa-Yee Jose Maria Buades Rubio CVBM 24 3 0 22 Jan 2024
Getting aligned on representational alignment Ilia Sucholutsky Lukas Muttenthaler Adrian Weller Andi Peng Andreea Bobu ... Thomas Unterthiner Andrew Kyle Lampinen Klaus-Robert Muller M. Toneva Thomas L. Griffiths 56 73 0 18 Oct 2023
A Spectral Theory of Neural Prediction and Alignment Abdulkadir Canatar J. Feather Albert J. Wakhloo SueYeon Chung OOD 22 13 0 22 Sep 2023
Set Learning for Accurate and Calibrated Models Lukas Muttenthaler Robert A. Vandermeulen Qiuyi Zhang Thomas Unterthiner Klaus-Robert Muller 26 2 0 05 Jul 2023
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Philipp Liznerski Lukas Ruff Robert A. Vandermeulen Billy Joe Franks Klaus-Robert Muller Marius Kloft UQCV 38 44 0 23 May 2022
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 298 5,761 0 29 Apr 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,683 0 11 Feb 2021
On the surprising similarities between supervised and self-supervised models Robert Geirhos Kantharaju Narayanappa Benjamin Mitzkus Matthias Bethge Felix Wichmann Wieland Brendel OOD SSL DRL 69 46 0 16 Oct 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 282 39,170 0 01 Sep 2014