OpenCodePapers

zero-shot-transfer-3d-point-cloud

3D Point Cloud Reconstruction3D Point Cloud ClassificationZero-Shot Transfer 3D Point Cloud Classification
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Results over time
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Leaderboard
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PaperCodeAccuracy (%)ModelNameReleaseDate
Uni3D: Exploring Unified 3D Representation at Scale✓ Link88.2Uni3D2023-10-10
ViT-Lens: Initiating Omni-Modal Exploration through 3D Insights✓ Link87.6ViT-Lens2023-08-20
ShapeLLM: Universal 3D Object Understanding for Embodied Interaction✓ Link87.3ReCon++2024-02-27
Sculpting Holistic 3D Representation in Contrastive Language-Image-3D Pre-training✓ Link86.8MixCon3D-PointBERT2023-11-03
OpenDlign: Open-World Point Cloud Understanding with Depth-Aligned Images✓ Link86.2TAMM-PointBERT (+dlign)2024-04-25
OpenDlign: Open-World Point Cloud Understanding with Depth-Aligned Images✓ Link85.4OpenShape-PointBERT (+dlign)2024-04-25
OpenShape: Scaling Up 3D Shape Representation Towards Open-World Understanding✓ Link85.3OpenShape-PointBERT2023-05-18
OpenDlign: Open-World Point Cloud Understanding with Depth-Aligned Images✓ Link85.0OpenShape-SparseConv (+dlign)2024-04-25
OpenShape: Scaling Up 3D Shape Representation Towards Open-World Understanding✓ Link83.4OpenShape-SparseConv2023-05-18
OpenDlign: Open-World Point Cloud Understanding with Depth-Aligned Images✓ Link82.6OpenDlign2024-04-25
PointCLIP V2: Prompting CLIP and GPT for Powerful 3D Open-world Learning✓ Link64.22PointCLIP V22022-11-21
Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining✓ Link61.7ReCon2023-02-05
ULIP: Learning a Unified Representation of Language, Images, and Point Clouds for 3D Understanding✓ Link61.5ULIP + PointMLP2022-12-10
ULIP: Learning a Unified Representation of Language, Images, and Point Clouds for 3D Understanding✓ Link60.4ULIP + PointBERT2022-12-10
CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training✓ Link49.38CLIP2Point2022-10-03
PointCLIP: Point Cloud Understanding by CLIP✓ Link20.18PointCLIP2021-12-04
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