Lossy processing principles in 2D and 3D vision

The similarities between 2D summary statistics and fragmentary 3D vision suggest common principles. Specifically, both 2D and 3D visual processing discards information whenever that information is redundant or inessential for ecologically-valid vision in a consistent world. Change blindness and other illusions result from information loss without awareness, when the corresponding consistency assumptions are violated.

Authors

Publication Details

Published
2025-09-25
DOI
https://doi.org/10.31234/osf.io/dz3rx_v2
Primary Topic
Industrial Vision Systems and Defect Detection
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Lossy processing principles in 2D and 3D vision

Aaron Hertzmann
Industrial Vision Systems and Defect Detection
article

Lossy processing principles in 2D and 3D vision

Aaron Hertzmann
article en

Abstract

The similarities between 2D summary statistics and fragmentary 3D vision suggest common principles. Specifically, both 2D and 3D visual processing discards information whenever that information is redundant or inessential for ecologically-valid vision in a consistent world. Change blindness and other illusions result from information loss without awareness, when the corresponding consistency assumptions are violated.

Openalex Percentile: Top 63%
Industrial Vision Systems and Defect Detection
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Lossy processing principles in 2D and 3D vision — Aaron Hertzmann · (2025) | TGRS Research Map | TGRS