Small models that answer a typed decision in one forward pass, with calibrated confidence. Research and demo weights.
HopitAI
company
Verified
AI & ML interests
World models for Fashion, Search, Retrieval, Ranking, Multimodal reasoning
Recent Activity
Find products from a written description.
Smaller index, smaller download, no measurable quality cost. 256d matches 768d on LookBench.
Read a garment image into structured product data. Scored on whether an attribute is even visible, not just what it is.
Find products from a photograph. #1 open model on LookBench, above a 1.24B model.
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HopitAI/moda-fashion-distilled
Image Feature Extraction • Updated • 983 • 8 -
HopitAI/moda-fashion-matryoshka
Image Feature Extraction • Updated • 423 -
HopitAI/moda-fashion-distilled-512d
Image Feature Extraction • 0.2B • Updated • 24 • 1 -
HopitAI/moda-fashion-crossdomain
Image Feature Extraction • Updated • 258 • 5
Small models that answer a typed decision in one forward pass, with calibrated confidence. Research and demo weights.
Read a garment image into structured product data. Scored on whether an attribute is even visible, not just what it is.
Find products from a written description.
Find products from a photograph. #1 open model on LookBench, above a 1.24B model.
-
HopitAI/moda-fashion-distilled
Image Feature Extraction • Updated • 983 • 8 -
HopitAI/moda-fashion-matryoshka
Image Feature Extraction • Updated • 423 -
HopitAI/moda-fashion-distilled-512d
Image Feature Extraction • 0.2B • Updated • 24 • 1 -
HopitAI/moda-fashion-crossdomain
Image Feature Extraction • Updated • 258 • 5
Smaller index, smaller download, no measurable quality cost. 256d matches 768d on LookBench.