2024
Three-Dimensional Reconstruction Pre-Training as a Prior to Improve Robustness to Adversarial Attacks and Spurious Correlation
Yamada Y, Zhang F, Kluger Y, Yildirim I. Three-Dimensional Reconstruction Pre-Training as a Prior to Improve Robustness to Adversarial Attacks and Spurious Correlation. Entropy 2024, 26: 258. PMID: 38539769, PMCID: PMC10968904, DOI: 10.3390/e26030258.Peer-Reviewed Original ResearchAdversarial trainingPre-trainingAdversarial attacksAdversarial robustnessRobustness of image classifiersModel of human visionComputational model of human visionAdversarial examplesImage classifierWeight initializationDataset settingData augmentationBackground textureSpurious correlationsHuman visionModels of visionImprove robustnessDatasetRobustnessImage formationAttacksComputational modelTrainingShapeNetAdversary
2023
Perception of 3D shape integrates intuitive physics and analysis-by-synthesis
Yildirim I, Siegel M, Soltani A, Ray Chaudhuri S, Tenenbaum J. Perception of 3D shape integrates intuitive physics and analysis-by-synthesis. Nature Human Behaviour 2023, 8: 320-335. PMID: 37996497, DOI: 10.1038/s41562-023-01759-7.Peer-Reviewed Original ResearchThree-dimensional shape perceptionShape perceptionIntuitive physicsHuman shape perceptionDeep neural network modelMachine vision systemHuman performanceDifficult discriminationNeural network modelHuman observersSurface cuesVision systemPerceptionAdequate accountGenerative modelNetwork modelResponse timeCuesImage formationObjectsDiscriminationRobustnessObserverModelInference