Julia Grabinski

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 12

Top Topics

Modified Hopfield Neural Network

Spatial Context

Regularization Method

Image Restoration

Top Venues

ICCV (Workshops)

Publications

Julia Grabinski, Janis Keuper, Margret Keuper
As large as it gets - Studying Infinitely Large Convolutions via Neural Implicit Frequency Filters. Trans. Mach. Learn. Res. 2024 (2024)
Shashank Agnihotri, Julia Grabinski, Janis Keuper, Margret Keuper
Beware of Aliases - Signal Preservation is Crucial for Robust Image Restoration. CoRR (2024)
Shashank Agnihotri, Kanchana Vaishnavi Gandikota, Julia Grabinski, Paramanand Chandramouli, Margret Keuper
On the unreasonable vulnerability of transformers for image restoration - and an easy fix. ICCV (Workshops) (2023)
Julia Grabinski, Janis Keuper, Margret Keuper
As large as it gets: Learning infinitely large Filters via Neural Implicit Functions in the Fourier Domain. CoRR (2023)
Shashank Agnihotri, Kanchana Vaishnavi Gandikota, Julia Grabinski, Paramanand Chandramouli, Margret Keuper
On the unreasonable vulnerability of transformers for image restoration - and an easy fix. CoRR (2023)
Shashank Agnihotri, Julia Grabinski, Margret Keuper
Improving Stability during Upsampling - on the Importance of Spatial Context. CoRR (2023)
Julia Grabinski, Janis Keuper, Margret Keuper
Fix your downsampling ASAP! Be natively more robust via Aliasing and Spectral Artifact free Pooling. CoRR (2023)
Julia Grabinski, Steffen Jung, Janis Keuper, Margret Keuper
FrequencyLowCut Pooling - Plug and Play Against Catastrophic Overfitting. ECCV (14) (2022)
Julia Grabinski, Janis Keuper, Margret Keuper
Aliasing and adversarial robust generalization of CNNs. Mach. Learn. 111 (11) (2022)
Julia Grabinski, Paul Gavrikov, Janis Keuper, Margret Keuper
Robust Models are less Over-Confident. CoRR (2022)
Julia Grabinski, Paul Gavrikov, Janis Keuper, Margret Keuper
Robust Models are less Over-Confident. NeurIPS (2022)
Julia Grabinski, Steffen Jung, Janis Keuper, Margret Keuper
FrequencyLowCut Pooling - Plug & Play against Catastrophic Overfitting. CoRR (2022)