3D Domain Adaptation on PointDA-10 benchmark leaderboard · SOTA2 Research

3D Domain Adaptation on PointDA-10

89Accuracy (Model -> Shape)ULIP-2 + RC

Evaluation Results

Method	Links
ULIP-2 + RC2024.10		89	51.37	89.87	49.57	85.57	83.07	74.74
MetaSets2024.10		86	52.3	67.3	42.1	69.8	69.5	64.5
GAI2026.02		85.8	55.3	77.2	55.4	73.8	72.4	70
PDG2024.10		85.6	57.9	73.1	50	70.3	66.3	67.2
ULIP-22024.10		84.8	48.1	83.2	42	60.43	70.5	64.84
CLIPoint3D-V2026.02		84.6	53.5	91.6	55.3	87.9	81.3	75.7
3DeNet2026.02		84.5	57.1	78.8	57.2	77.5	78.1	72.2
PointDAN2026.02		83.9	44.8	63.3	45.7	43.6	56.4	56.3
GAST2026.02		83.9	56.7	76.4	55	73.4	72.2	69.5
MLSP2026.02		83.7	55.4	77.1	55.6	78.2	76.1	71
I-OODG2024.10		83.7	56.4	71.7	57.6	69.5	73.5	67.8
DAE-Global2026.02		83.5	42.6	74.8	45.5	64.9	67.3	63.1
DefRec + PCM2026.02		83.3	53.5	78.5	53.2	73.7	75.5	69.6
DefRec2026.02		82.7	43.9	79.8	48	66	67.4	64.6
CLIPoint3D-B2026.02		81.5	51.9	90.3	46.6	85.2	85.8	73.6
RS2026.02		79.9	46.7	75.2	51.4	71.8	71.2	66
ULIP + RC2024.10		78.8	41.63	43.03	41.6	25.23	63.6	48.98
DANN2026.02		74.8	42.1	57.5	50.9	43.7	71.6	56.8
CLIPoint3D-T2026.02		74.4	9.5	86	24.1	50.5	59.8	50.7
ULIP2024.10		74.33	38.23	35.17	36.17	24.7	60.67	44.88
SF(DA)22024.03		70.3	35.5	68.3	29	70.4	69.2	57.1
AaD2024.03		69.6	34.6	67.7	28.8	68	66.6	55.9
NRC2024.03		64.8	25.8	59.8	26.9	70.1	68.1	52.6
PointDAN2024.03		64.2	33	47.6	33.9	49.1	64.1	48.7
P-DAN2024.10		64.2	33	47.6	33.9	49.1	64.1	48.7
MCD2024.03		62	31	41.4	31.3	46.8	59.3	45.3
ADDA2024.03		61	30.5	40.4	29.3	48.9	51.1	43.5
DANN2024.03		58.7	29.4	42.3	30.5	48.1	56.7	44.2
VDM-DA2024.03		58.4	30.9	61	40.8	45.3	61.8	49.7
MMD2024.03		57.5	27.9	40.7	26.7	47.3	54.8	42.5
PointCLIP2026.02		50.8	20.9	50.1	20.9	50.1	50.8	40.6
ZS-CLIP2026.02		46.1	17	52	17	52	46.1	38.4
P-CLIP2 + RC2024.10		43.27	37.2	32.47	36.97	21.7	43.9	35.92
Source only2024.03		43.1	17.3	40	15	33.9	47.1	32.7
P-CLIP22024.10		40.53	26.4	31.33	35.57	16.3	24.97	29.18
PointCLIPv22026.02		38.8	19.5	71.6	19.5	71.6	38.8	43.3