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cross-modal alignment

Teaching AI to Say "I Don't Know": HCEP and the Open-Set Emotion Recognition Problem.

Teaching AI to Say “I Don’t Know”: HCEP and the Open-Set Emotion Recognition Problem

Leave a Comment / Machine Learning, Computer Vision, Medical AI, Multimodal AI / Adnan Saeed

HCEP tackles open-set emotion recognition: teaching multimodal AI to admit when an expression matches no known category instead of forcing a wrong label.

Teaching AI to Say “I Don’t Know”: HCEP and the Open-Set Emotion Recognition Problem Read More »

When Images and Text Lie Together — A New AI (KECL) Framework Catches What Others Miss

When Images and Text Lie Together — A New AI (KECL) Framework Catches What Others Miss

10 Comments / Machine Learning, Computer Vision, Multimodal AI, Vision Transformers & Attention / Adnan Saeed

KECL detects multimodal misinformation with knowledge-enhanced encoding and disentangled cross-modal alignment, catching image-caption pairs that lie together.

When Images and Text Lie Together — A New AI (KECL) Framework Catches What Others Miss Read More »

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