Papers with Code · CC BY-SA 4.0

ShapeNet-Part

아카이브 평가 67건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
GeomGCNN	Instance Average IoU 89.1	Exploiting Local Geometry for Feature and Graph Construction for Better 3D Point Cloud Processing with Graph Neural Networks 2021-03-28	연결 없음
Ours	Instance Average IoU 88.1	Beyond local patches: Preserving global–local interactions by enhancing self-attention via 3D point cloud tokenization 2024-11-01	연결 없음
AVS-Net	Class Average IoU 85.7 Instance Average IoU 87.3	AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding 2024-02-27	코드 1
SPoTr	Class Average IoU 85.4 Instance Average IoU 87.2	Self-positioning Point-based Transformer for Point Cloud Understanding 2023-03-29	코드 1
PointNeXt	Class Average IoU 85.2 Instance Average IoU 87.1	PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies 2022-06-09	코드 1 · 코드 2 · 코드 3
Diffusion Unit	Class Average IoU 85.2 Instance Average IoU 87.1	Diffusion Unit: Interpretable Edge Enhancement and Suppression Learning for 3D Point Cloud Segmentation 2022-09-20	코드 1
CurveNet+GAM	Instance Average IoU 87.0	$(0, 4)$ dualities 2015-12-14	연결 없음
AGCN	Class Average IoU 85.7 Instance Average IoU 86.9	AGCN: Adversarial Graph Convolutional Network for 3D Point Cloud Segmentation 2021-11-25	코드 1 · 코드 2
PointMLP+TAP	Class Average IoU 85.2 Instance Average IoU 86.9	Take-A-Photo: 3D-to-2D Generative Pre-training of Point Cloud Models 2023-07-27	코드 1
DeltaConv (U-ResNet)	Instance Average IoU 86.9	DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds 2021-11-16	코드 1
PointVector-S(C=64)	Instance Average IoU 86.9	PointVector: A Vector Representation In Point Cloud Analysis 2022-05-21	코드 1
OTMae3D	Class Average IoU 85.1 Instance Average IoU 86.8	Rethinking Masked Representation Learning for 3D Point Cloud Understanding 2024-12-26	코드 1
Spherical Kernel	Class Average IoU 84.9 Instance Average IoU 86.8	Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds 2019-09-20	코드 1 · 코드 2 · 코드 3
Ps-CNN	Class Average IoU 83.4 Instance Average IoU 86.8	Octree guided CNN with Spherical Kernels for 3D Point Clouds 2019-02-28	연결 없음
CurveNet	Instance Average IoU 86.8	Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis 2021-05-04	코드 1 · 코드 2 · 코드 3
MKConv	Instance Average IoU 86.7	MKConv: Multidimensional Feature Representation for Point Cloud Analysis 2021-07-27	연결 없음
Feature Geometric Net (FG-Net)	Class Average IoU 87.7 Instance Average IoU 86.6	FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware Modelling 2020-12-17	코드 1
PointGPT	Class Average IoU 84.8 Instance Average IoU 86.6	연결 없음 논문 날짜 미기재	연결 없음
PointTransformer	Class Average IoU 83.7 Instance Average IoU 86.6	Point Transformer 2020-12-16	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15 · 코드 16 · 코드 17 · 코드 18 · 코드 19 · 코드 20 · 코드 21 · 코드 22 · 코드 23 · 코드 24
DeltaNet	Instance Average IoU 86.6	DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds 2021-11-16	코드 1
GDANet	Class Average IoU 85.0 Instance Average IoU 86.5	Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud 2020-12-20	코드 1 · 코드 2 · 코드 3
ODFNet	Class Average IoU 83.3 Instance Average IoU 86.5	ODFNet: Using orientation distribution functions to characterize 3D point clouds 2020-12-08	코드 1
Point Voxel Transformer	Instance Average IoU 86.5	PVT: Point-Voxel Transformer for Point Cloud Learning 2021-08-13	코드 1 · 코드 2
P2P	Instance Average IoU 86.5	P2P: Tuning Pre-trained Image Models for Point Cloud Analysis with Point-to-Pixel Prompting 2022-08-04	코드 1
KPConv	Class Average IoU 85.1 Instance Average IoU 86.4	KPConv: Flexible and Deformable Convolution for Point Clouds 2019-04-18	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10
DensePoint	Class Average IoU 84.2 Instance Average IoU 86.4	DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing 2019-09-09	코드 1
DRNet	Class Average IoU 83.7 Instance Average IoU 86.4	Dense-Resolution Network for Point Cloud Classification and Segmentation 2020-05-14	코드 1
PointGrid	Class Average IoU 82.2 Instance Average IoU 86.4	PointGrid: A Deep Network for 3D Shape Understanding 2018-06-01	코드 1
Point Cloud Transformer	Instance Average IoU 86.4	PCT: Point cloud transformer 2020-12-17	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11
point2vec	Class Average IoU 84.6 Instance Average IoU 86.3	Point2Vec for Self-Supervised Representation Learning on Point Clouds 2023-03-29	코드 1