Incremental Few-Shot 3D Segmentation on S3DIS 1.0 (Area 1,2,3,4,6 (base), Area 5 (test)) benchmark leaderboard · SOTA2 Research

Incremental Few-Shot 3D Segmentation on S3DIS 1.0 (Area 1,2,3,4,6 (base), Area 5 (test))

73.62mIoUJT (Oracle)

Evaluation Results

Method	Links
JT (Oracle)2026.03		73.62	81.57	64.34	71.94	—	—
JT (Oracle)2026.03		73.62	81.57	64.34	71.94	—	—
SCOPE2026.03		59.41	73.44	43.03	54.25	65.24	-0.03
GW2026.03		57.71	73.38	39.42	51.29	63.69	0.04
CAPL2026.03		55.52	73.11	35.01	47.27	63.69	0.64
SCOPE2026.03		55.36	73.39	34.32	46.73	63.02	0.02
GW2026.03		51.73	73.25	26.62	39.02	61.15	0.17
CAPL2026.03		49.16	73.09	21.25	32.79	60.89	0.64
PIFS2026.03		40.68	49.96	29.86	37.38	53.84	24.93
PIFS2026.03		36.13	50.5	19.36	27.99	52.19	24.38
HIPO2026.03		27.73	38	18.36	24.76	42.01	35.96
AttMPTI2026.03		25.83	34.82	15.75	21.7	40.7	38.59
HIPO2026.03		23.34	30.38	16.34	21.25	39.8	42.57
GUA2026.03		20.18	29.3	11.43	16.45	36.61	44.53
EWC2026.03		19.48	35.56	0.73	1.44	44.78	40.09
AttMPTI2026.03		18.98	25.02	12.49	16.66	37.67	48.81
CLIMB-3D2026.03		17.71	31.37	1.76	3.32	41.72	44.27
EWC2026.03		13.74	20.66	1.64	3	37.85	54.98
LwF2026.03		12.66	20.29	3.76	6.35	37.55	55.36
GUA2026.03		9.84	15.41	5.57	8.19	29.52	58.42
LwF2026.03		7.89	12.61	2.39	4.02	28.44	63.04
CLIMB-3D2026.03		7.24	12.77	0.79	1.49	30.98	68.4
Finetuning2026.03		2.25	3.26	1.07	1.61	24.57	65.55
Finetuning2026.03		0.52	0.06	1.06	0.11	22.88	75.58