OpenGait/docs/1.model_zoo.md

Model Zoo

CASIA-B

Model	NM	BG	CL	Configuration	Input Size	Inference Time	Model Size
Baseline	96.3	92.2	77.6	baseline.yaml	64x44	12s	3.78M
GaitSet(AAAI2019)	95.8(95.0)	90.0(87.2)	75.4(70.4)	gaitset.yaml	64x44	13s	2.59M
GaitPart(CVPR2020)	96.1(96.2)	90.7(91.5)	78.7(78.7)	gaitpart.yaml	64x44	56s	1.20M
GLN*(ECCV2020)	96.4(95.6)	93.1(92.0)	81.0(77.2)	gln_phase1.yaml, gln_phase2.yaml	128x88	47s/46s	8.54M / 14.70M
GaitGL(ICCV2021)	97.4(97.4)	94.5(94.5)	83.8(83.6)	gaitgl.yaml	64x44	38s	3.10M

CASIA-B*

Model	NM	BG	CL	Input modality	Configuration
GaitSet(AAAI2019)	92.3	86.1	73.36	Silhouette	gaitset.yaml
GaitPart(CVPR2020)	93.1	86.0	75.1	Silhouette	gaitpart.yaml
GaitGL(ICCV2021)	94.2	90.0	81.4	Silhouette	gaitgl.yaml
GaitEdge(ECCV2022)	97.9	96.1	86.4	RGB	phase2_gaitedge.yaml

OUMVLP

Model	Rank@1	Configuration	Input Size	Inference Time	Model Size
Baseline	86.7	baseline.yaml	64x44	1m13s	44.11M
GaitSet(AAAI2019)	87.2(87.1)	gaitset.yaml	64x44	1m26s	6.31M
GaitPart(CVPR2020)	88.6(88.7)	gaitpart.yaml	64x44	8m04s	3.78M
GaitGL(ICCV2021)	89.9(89.7)	gaitgl.yaml	64x44	5m23s	95.62M

GREW

Model	Rank@1	Configuration	Input Size	Inference Time	Model Size
Baseline	48.5	baseline.yaml	64x44	2m23s	84.12M
GaitSet(AAAI2019)	48.4	gaitset.yaml	64x44	-	-
GaitPart(CVPR2020)	47.6	gaitpart.yaml	64x44	-	-
GaitGL(ICCV2021)	41.5	gaitgl.yaml	64x44	-	-
GaitGL(BNNeck)(ICCV2021)	51.7	gaitgl.yaml	64x44	-	-
RealGait(Arxiv now)	(54.1)	-	-	-	-

---

The results in the parentheses are mentioned in the papers.

Note:

• All results are Rank@1, excluding identical-view cases.
• The shown result of GLN is implemented without compact block.
• Only two RTX3090 are used for infering CASIA-B, and eight are used for infering OUMVLP.