Papers with SA-CLIP

1 papers
SA-CLIP: Language Guided Image Spatial and Action Feature Learning (2025.findings-emnlp)

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Challenge: Contrastive language-image pretraining models struggle with real-world downstream tasks such as road traffic anomaly detection due to inability to effectively capture spatial and action relationships between objects within images.
Approach: They compile and curate a dataset and train a Spatial and Action relationship aware CLIP model.
Outcome: The proposed model performs well on the traffic anomaly detection task .

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