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Workshop
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How to Determine the Preferred Image Distribution of a Black-Box Vision-Language Model?
Saeid Asgari · Joseph G Lambourne · Alana Mongkhounsavath
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Poster
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MaskFactory: Towards High-quality Synthetic Data Generation for Dichotomous Image Segmentation
Haotian Qian · Yinda Chen · Shengtao Lou · Fahad Shahbaz Khan · Xiaogang Jin · Deng-Ping Fan
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Affinity Event
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Improving Wild Pig Detection through Data Augmentation and Thermal Imagery: A Comparative Study of Model Performance.
Alhim Adonai Vera Gonzalez · Donghoon Kim
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Workshop
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Auxiliary objectives improve generalization performance but reduce model specification for low-data neuroimaging-based brain age prediction
Donghyun Kim · Eloy Geenjaar · Vince Calhoun
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Poster
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Thu 16:30
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The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better
Scott Geng · Cheng-Yu Hsieh · Vivek Ramanujan · Matthew Wallingford · Chun-Liang Li · Pang Wei Koh · Ranjay Krishna
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Workshop
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Application of Contrastive Learning on ECG Data: Evaluating Performance in Japanese and Classification with Around 100 Labels
Junichiro Takahashi · JingChuan Guan · Kaito Baba · satoshi kodera
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Workshop
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Mix Data or Merge Models? Optimizing for Performance and Safety in Multilingual Contexts
Aakanksha · Arash Ahmadian · Seraphina Goldfarb-Tarrant · Beyza Ermis · Marzieh Fadaee · Sara Hooker
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Poster
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Wed 11:00
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No "Zero-Shot" Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance
Vishaal Udandarao · Ameya Prabhu · Adhiraj Ghosh · Yash Sharma · Philip Torr · Adel Bibi · Samuel Albanie · Matthias Bethge
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Workshop
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Pretraining Frequency Predicts Compositional Generalization of CLIP on Real-World Tasks
Thaddäus Wiedemer · Yash Sharma · Ameya Prabhu · Matthias Bethge · Wieland Brendel
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Poster
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Thu 11:00
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Right this way: Can VLMs Guide Us to See More to Answer Questions?
Li Liu · Diji Yang · Sijia Zhong · Kalyana Suma Sree Tholeti · Lei Ding · Yi Zhang · Leilani Gilpin
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