Abstract: Highlights•Utilize CLIP for cross-modal 3D model retrieval in open-domain category analysis.•Design adaptive network layer with nearest-neighbor contrast loss constraints.•Experimental results on NTU-PSB and MI3DOR benchmarks demonstrate superior open-domain retrieval performance.
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