Open Vocabulary Object Detection

8 benchmarks145 papers

Open-vocabulary detection (OVD) aims to generalize beyond the limited number of base classes labeled during the training phase. The goal is to detect novel classes defined by an unbounded (open) vocabulary at inference.

Benchmarks

Open Vocabulary Object Detection on MSCOCO

AP 0.5

Open Vocabulary Object Detection on LVIS v1.0

AP novel-LVIS base trainingAP novel-Unrestricted open-vocabulary training

Open Vocabulary Object Detection on OVAD-Box benchmark

mean average precision

Open Vocabulary Object Detection on OVAD benchmark

mean average precision

Open Vocabulary Object Detection on Objects365

mask AP50

Open Vocabulary Object Detection on OpenImages-v4

mask AP50AP 0.5