3D Shape Representation on SHREC'19

Metric: Euclidean Mean Error (EME) (lower is better)

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#	Model↕	Euclidean Mean Error (EME)▲	Extra Data	Paper	Date↕	Code
1	Diffusion 3D Features (Zero-shot)	1.7	No	Diffusion 3D Features (Diff3F): Decorating Untex...	2023-11-28	Code
2	TANet (Trained on Surreal)	4.5	Yes	Unsupervised Template-assisted Point Cloud Shape...	2024-03-25	-
3	SE-ORNet (Trained on Surreal)	4.6	Yes	SE-ORNet: Self-Ensembling Orientation-aware Netw...	2023-04-10	Code
4	SE-ORNet	5.1	No	SE-ORNet: Self-Ensembling Orientation-aware Netw...	2023-04-10	Code
5	DPC	5.6	No	DPC: Unsupervised Deep Point Correspondence via ...	2021-10-16	Code
6	DPC (Trained on Surreal)	6.1	Yes	DPC: Unsupervised Deep Point Correspondence via ...	2021-10-16	Code
7	CorrNet3D (Trained on Surreal)	6.9	Yes	CorrNet3D: Unsupervised End-to-end Learning of D...	2020-12-31	Code
8	Diff-FMaps (Trained on Surreal)	7.1	Yes	Correspondence Learning via Linearly-invariant E...	2020-10-25	Code
9	Elementery Structures(Trained on Surreal)	7.6	Yes	Learning elementary structures for 3D shape gene...	2019-08-13	Code
10	3DCODED (Trained on Surreal)	8.1	Yes	3D-CODED : 3D Correspondences by Deep Deformation	2018-06-13	Code
11	CorrNet3D	33.8	No	CorrNet3D: Unsupervised End-to-end Learning of D...	2020-12-31	Code

#1Diffusion 3D Features (Zero-shot)SOTA
1.7
Euclidean Mean Error (EME)· 2023-11-28
Diffusion 3D Features (Diff3F): Decorating Untextured Shapes with Distilled Semantic Features Code
#2TANet (Trained on Surreal)
4.5
Euclidean Mean Error (EME)· Extra Data· 2024-03-25
Unsupervised Template-assisted Point Cloud Shape Correspondence Network
#3SE-ORNet (Trained on Surreal)SOTA
4.6
Euclidean Mean Error (EME)· Extra Data· 2023-04-10
SE-ORNet: Self-Ensembling Orientation-aware Network for Unsupervised Point Cloud Shape Correspondence Code
#4SE-ORNetSOTA
5.1
Euclidean Mean Error (EME)· 2023-04-10
SE-ORNet: Self-Ensembling Orientation-aware Network for Unsupervised Point Cloud Shape Correspondence Code
#5DPCSOTA
5.6
Euclidean Mean Error (EME)· 2021-10-16
DPC: Unsupervised Deep Point Correspondence via Cross and Self Construction Code
#6DPC (Trained on Surreal)SOTA
6.1
Euclidean Mean Error (EME)· Extra Data· 2021-10-16
DPC: Unsupervised Deep Point Correspondence via Cross and Self Construction Code
#7CorrNet3D (Trained on Surreal)SOTA
6.9
Euclidean Mean Error (EME)· Extra Data· 2020-12-31
CorrNet3D: Unsupervised End-to-end Learning of Dense Correspondence for 3D Point Clouds Code
#8Diff-FMaps (Trained on Surreal)SOTA
7.1
Euclidean Mean Error (EME)· Extra Data· 2020-10-25
Correspondence Learning via Linearly-invariant Embedding Code
#9Elementery Structures(Trained on Surreal)SOTA
7.6
Euclidean Mean Error (EME)· Extra Data· 2019-08-13
Learning elementary structures for 3D shape generation and matching Code
#103DCODED (Trained on Surreal)SOTA
8.1
Euclidean Mean Error (EME)· Extra Data· 2018-06-13
3D-CODED : 3D Correspondences by Deep Deformation Code
#11CorrNet3D
33.8
Euclidean Mean Error (EME)· 2020-12-31
CorrNet3D: Unsupervised End-to-end Learning of Dense Correspondence for 3D Point Clouds Code