Cover Image

On the dynamic evolution of CLIP texture-shape bias and its relationship to human alignment and model robustness

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hernández-Cámara, Pablo, Jaén-Lorites, Jose Manuel, Gómez-Villa, Alexandra, Vila-Tomás, Jorge, Laparra, Valero, Malo, Jesus
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Contrast Sensitivity in Multimodal Large Language Models: A Psychophysics-Inspired Evaluation
by: Hernández-Cámara, Pablo, et al.
Published: (2025)

Do Vision Transformers See Like Humans? Evaluating their Perceptual Alignment
by: Hernández-Cámara, Pablo, et al.
Published: (2025)

Hues and Cues: Human vs. CLIP
by: Alabau-Bosque, Nuria, et al.
Published: (2025)

Parametric PerceptNet: A bio-inspired deep-net trained for Image Quality Assessment
by: Vila-Tomás, Jorge, et al.
Published: (2024)

From Images to Perception: Emergence of Perceptual Properties by Reconstructing Images
by: Hernández-Cámara, Pablo, et al.
Published: (2025)

A Turing Test for Artificial Nets devoted to model Human Vision
by: Vila-Tomás, Jorge, et al.
Published: (2025)

Color Names in Vision-Language Models
by: Gomez-Villa, Alexandra, et al.
Published: (2025)

Image Segmentation via Divisive Normalization: dealing with environmental diversity
by: Hernández-Cámara, Pablo, et al.
Published: (2024)

Assessing invariance to affine transformations in image quality metrics
by: Alabau-Bosque, Nuria, et al.
Published: (2024)

Parameter-Efficient Architectural Modifications for Translation-Invariant CNNs
by: Alabau-Bosque, Nuria, et al.
Published: (2026)

Image Statistics Predict the Sensitivity of Perceptual Quality Metrics
by: Hepburn, Alexander, et al.
Published: (2023)

RAID-Database: human Responses to Affine Image Distortions
by: Daudén-Oliver, Paula, et al.
Published: (2024)

The Effect of Perceptual Metrics on Music Representation Learning for Genre Classification
by: Namgyal, Tashi, et al.
Published: (2024)

Information Theory Measures via Multidimensional Gaussianization
by: Laparra, Valero, et al.
Published: (2020)

Quadratic shape biases in three-dimensional halo intrinsic alignments
by: Akitsu, Kazuyuki, et al.
Published: (2023)

On the RAID dataset of perceptual responses: analysis and statistical causes
by: Daudén-Oliver, Paula, et al.
Published: (2026)

Toward robust, interactive, and human‐aligned AI systems
by: Daniel S. Brown
Published: (2025)

The dependence of halo bias on the protohalo shape alignment with the initial tidal field
by: Lee, Jounghun, et al.
Published: (2024)

Cross-Sensor Adversarial Domain Adaptation of Landsat-8 and Proba-V images for Cloud Detection
by: Mateo-García, Gonzalo, et al.
Published: (2020)

Cognitive biases shape the evolution of zero-sum norms
by: Mengesha, Isaak, et al.
Published: (2025)

Why human-AI relationships need socioaffective alignment
by: Kirk, Hannah Rose, et al.
Published: (2025)

Características reproductoras de la tortuga dulceacuícola hicotea (Trachemys venusta)
by: Laparra-Torres, K
Published: (2011)

Gaussianizing the Earth: Multidimensional Information Measures for Earth Data Analysis
by: Johnson, J. Emmanuel, et al.
Published: (2020)

Training bias and sequence alignments shape protein–peptide docking by AlphaFold and related methods
by: Lindsey Guan, et al.
Published: (2025)

The Hispanic immigration in United States: an analysis of the relationship with the churches, employment and crime
by: Jesús Alberto Valero Matas
Published: (2021)

Cross-lingual robustness of LLM-brain alignment and its computational roots
by: Yang, Ni, et al.
Published: (2026)

Self-supervised video pretraining yields robust and more human-aligned visual representations
by: Parthasarathy, Nikhil, et al.
Published: (2022)

Registration frameworks for aligning brain images
by: Antonio José Bravo Valero
Published: (2020)

Infraestructuras y crecimiento económico. El caso andaluz
by: Manuel Jaén García
Published: (2010)

PUBLIC EXPENDITURE AND DEFICIT IN SPAIN (1958 -2014)
by: Manuel Jaén-García
Published: (2016)

RELACIÓN ENTRE LOS GASTOS E INGRESOS DEL GOBIERNO EN ESPAÑA, 1958-2014
by: Manuel Jaén-García
Published: (2017)

Incidencia del sector público empresarial autonómico sobre la actividad económica andaluza
by: Manuel Jaén García
Published: (2002)

La fiscalidad de la inmigración en Andalucía
by: Manuel Jaén García
Published: (2010)

Análisis de la relación entre crecimiento económico y capital público en España
by: Manuel Jaén-García
Published: (2012)

Influencia de un estimulante del apetito sobre el consumo de alimento y comportamiento productivo en pollos de engorda
by: José Luis Laparra Vega
Published: (2005)

Temporary wetland evolution in the upper Chinchiná river basin and its relationship with ecosystem dynamics
by: Gloria Yaneth Flórez Yepes
Published: (2018)

The shape-velocity alignment of satellites forged by tidal locking and dynamical friction
by: Yang, Hao, et al.
Published: (2025)

Postural alignment in children with Duchenne muscular dystrophy and its relationship with balance
by: Cyntia R. J. A. Baptista
Published: (2014)

DNA sequence alignment: An assignment for OpenMP, MPI, and CUDA/OpenCL
by: Gonzalez-Escribano, Arturo, et al.
Published: (2024)

Small-angle scattering tensor tomography algorithm for robust reconstruction of complex textures
by: Nielsen, Leonard C., et al.
Published: (2023)