Search Results for author: Piyapat Saranrittichai

Found 5 papers, 3 papers with code

Overcoming Shortcut Learning in a Target Domain by Generalizing Basic Visual Factors from a Source Domain

1 code implementation20 Jul 2022 Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Claudia Blaiotta, Mauricio Munoz, Volker Fischer

Our approach extends the training set with an additional dataset (the source domain), which is specifically designed to facilitate learning independent representations of basic visual factors.

Multi-Attribute Open Set Recognition

1 code implementation14 Aug 2022 Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Claudia Blaiotta, Mauricio Munoz, Volker Fischer

While conventional OSR approaches can detect Out-of-Distribution (OOD) samples, they cannot provide explanations indicating which underlying visual attribute(s) (e. g., shape, color or background) cause a specific sample to be unknown.

Attribute Image Classification +1

Zero-Shot Visual Classification with Guided Cropping

no code implementations12 Sep 2023 Piyapat Saranrittichai, Mauricio Munoz, Volker Fischer, Chaithanya Kumar Mummadi

We empirically show that our approach improves zero-shot classification results across architectures and datasets, favorably for small objects.

Classification Object +3

AutoCLIP: Auto-tuning Zero-Shot Classifiers for Vision-Language Models

no code implementations28 Sep 2023 Jan Hendrik Metzen, Piyapat Saranrittichai, Chaithanya Kumar Mummadi

We show that AutoCLIP outperforms baselines across a broad range of vision-language models, datasets, and prompt templates consistently and by up to 3 percent point accuracy.

Image Classification Language Modelling +1

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