SOTAVerified

3D Open-Vocabulary Instance Segmentation

Open-vocabulary 3D instance segmentation is a computer vision task that involves identifying and delineating individual objects or instances within a three-dimensional (3D) scene without prior knowledge of a fixed set of object classes or categories. In other words, it extends traditional instance segmentation to a scenario where the number and types of objects present in the 3D environment are not predefined or limited to a specific vocabulary.

Papers

Showing 110 of 14 papers

TitleStatusHype
Open-YOLO 3D: Towards Fast and Accurate Open-Vocabulary 3D Instance SegmentationCode3
PLA: Language-Driven Open-Vocabulary 3D Scene UnderstandingCode2
PointCLIP V2: Prompting CLIP and GPT for Powerful 3D Open-world LearningCode2
OpenIns3D: Snap and Lookup for 3D Open-vocabulary Instance SegmentationCode2
OpenMask3D: Open-Vocabulary 3D Instance SegmentationCode2
OpenScene: 3D Scene Understanding with Open VocabulariesCode2
OVIR-3D: Open-Vocabulary 3D Instance Retrieval Without Training on 3D DataCode1
PointCLIP: Point Cloud Understanding by CLIPCode1
Open3DIS: Open-Vocabulary 3D Instance Segmentation with 2D Mask GuidanceCode1
MaskClustering: View Consensus based Mask Graph Clustering for Open-Vocabulary 3D Instance Segmentation0
Show:102550
← PrevPage 1 of 2Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Open-YOLO 3DmAP23.7Unverified
2OpenIns3D (with rgbd)mAP21.1Unverified
3Open3DISmAP18.1Unverified
4OpenIns3DmAP15.4Unverified
5OpenMask3DmAP13.1Unverified
6OVIR-3DmAP11.1Unverified
7OpenScene + Mask3DmAP10.9Unverified
#ModelMetricClaimedVerifiedStatus
1Any3DISmAP25.8Unverified
2Open-YOLO 3DmAP24.7Unverified
3Open3DISmAP23.7Unverified
4OpenIns3DmAP15.9Unverified
5OpenMask3DmAP15.4Unverified
6OpenIns3D (3d only)mAP8.8Unverified
#ModelMetricClaimedVerifiedStatus
1Open3DISAP50 Base B8/N4 60.8Unverified
2PLAAP50 Base B8/N4 59Unverified
3Lowis3DAP50 Base B8/N4 58.7Unverified
4OpenIns3DAP50 Novel B8/N437Unverified
#ModelMetricClaimedVerifiedStatus
1OPENINS3DAP5013.3Unverified
2PointCLIPV2AP503.1Unverified
3PointCLIPAP502.6Unverified