SymbolicDet adds an LLM-guided evolutionary search over object detector outputs to produce interpretable rules for event recognition, reporting large AUROC gains across fishing, safety, and crowd benchmarks.
Neuro-symbolic visual rea- soning: Disentangling
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From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning
SymbolicDet adds an LLM-guided evolutionary search over object detector outputs to produce interpretable rules for event recognition, reporting large AUROC gains across fishing, safety, and crowd benchmarks.