CLIPTime adds a classification head and a transformer-style regression head to CLIP embeddings, hitting 98.7% accuracy on synthetic fungi but with weak timestamp predictions, especially for spores.
Fungalzsl: A fine-grained synthetic dataset for zero-shot fungi classification
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CLIPTime: Time-Aware Multimodal Representation Learning from Images and Text
CLIPTime adds a classification head and a transformer-style regression head to CLIP embeddings, hitting 98.7% accuracy on synthetic fungi but with weak timestamp predictions, especially for spores.