Noise or Signal: The Role of Image Backgrounds in Object Recognition

Noise or Signal: The Role of Image Backgrounds in Object Recognition

17 June 2020

Aleksander Madry

Papers citing "Noise or Signal: The Role of Image Backgrounds in Object Recognition"

13 / 13 papers shown

Title
Pixels Versus Priors: Controlling Knowledge Priors in Vision-Language Models through Visual Counterfacts Michal Golovanevsky William Rudman Michael Lepori Amir Bar Ritambhara Singh Carsten Eickhoff 31 0 0 21 May 2025
BackMix: Regularizing Open Set Recognition by Removing Underlying Fore-Background Priors Yu Wang Junxian Mu Hongzhi Huang Qilong Wang Pengfei Zhu Q. Hu 115 1 0 22 Mar 2025
The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition Otto Brookes Maksim Kukushkin Majid Mirmehdi Colleen Stephens Paula Dieguez ... Lukas Boesch Thomas Schmid M. Arandjelovic H. Kühl T. Burghardt 63 0 0 28 Feb 2025
Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization Simone Bombari Marco Mondelli 165 0 0 03 Feb 2025
Paint Outside the Box: Synthesizing and Selecting Training Data for Visual Grounding Zilin Du Haoxin Li Jianfei Yu Boyang Li 344 0 0 01 Dec 2024
Focus On This, Not That! Steering LLMs With Adaptive Feature Specification Tom A. Lamb Adam Davies Alasdair Paren Philip Torr Francesco Pinto 77 0 0 30 Oct 2024
Discriminating image representations with principal distortions Jenelle Feather David Lipshutz Sarah E. Harvey Alex H. Williams Eero P. Simoncelli 41 2 0 20 Oct 2024
Unveiling AI's Blind Spots: An Oracle for In-Domain, Out-of-Domain, and Adversarial Errors Shuangpeng Han Mengmi Zhang 269 0 0 03 Oct 2024
Quantifying Context Bias in Domain Adaptation for Object Detection Hojun Son Asma Almutairi Arpan Kusari AI4CE 65 1 0 23 Sep 2024
A Multimodal Automated Interpretability Agent Tamar Rott Shaham Sarah Schwettmann Franklin Wang Achyuta Rajaram Evan Hernandez Jacob Andreas Antonio Torralba 100 19 0 22 Apr 2024
Leveraging Habitat Information for Fine-grained Bird Identification Tin Nguyen Peijie Chen Anh Totti Nguyen VLM 57 0 0 22 Dec 2023
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Shiori Sagawa Pang Wei Koh Tatsunori B. Hashimoto Percy Liang OOD 41 1,217 0 20 Nov 2019
Not Using the Car to See the Sidewalk: Quantifying and Controlling the Effects of Context in Classification and Segmentation Rakshith Shetty Bernt Schiele Mario Fritz 43 83 0 17 Dec 2018