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SOTA
零样本迁移三维点云分类
Zero Shot Transfer 3D Point Cloud 2
Zero Shot Transfer 3D Point Cloud 2
评估指标
OBJ_ONLY Accuracy(%)
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
OBJ_ONLY Accuracy(%)
Paper Title
Repository
ReCon++
65.4
ShapeLLM: Universal 3D Object Understanding for Embodied Interaction
Uni3D
65.3
Uni3D: Exploring Unified 3D Representation at Scale
TAMM-PointBERT (+dlign)
60.5
OpenDlign: Open-World Point Cloud Understanding with Depth-Aligned Images
ViT-Lens
60.1
ViT-Lens: Initiating Omni-Modal Exploration through 3D Insights
OpenDlign
59.5
OpenDlign: Open-World Point Cloud Understanding with Depth-Aligned Images
MixCon3D-PointBERT
58.6
Sculpting Holistic 3D Representation in Contrastive Language-Image-3D Pre-training
PointCLIP V2
50.09
PointCLIP V2: Prompting CLIP and GPT for Powerful 3D Open-world Learning
ReCon
43.7
Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining
CLIP2Point
30.46
CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training
PointCLIP
19.28
PointCLIP: Point Cloud Understanding by CLIP
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Zero Shot Transfer 3D Point Cloud 2 | SOTA | HyperAI超神经