OpenBench, a new benchmark with categories semantically far from the COCO training space, shows that fine-tuning CLIP hurts open-vocabulary segmentation, and the proposed OVSNet method achieves state-of-the-art on both existing and new benchmarks.
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Stepping Out of Similar Semantic Space for Open-Vocabulary Segmentation
OpenBench, a new benchmark with categories semantically far from the COCO training space, shows that fine-tuning CLIP hurts open-vocabulary segmentation, and the proposed OVSNet method achieves state-of-the-art on both existing and new benchmarks.