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3D Domain Adaptation on PointDA-10

89Accuracy (Model -> Shape)

ULIP-2 + RC

Updated 2d ago

Evaluation Results

Method
ULIP-2 + RC 2024.10	89	51.37	89.87	49.57	85.57	83.07	74.74
MetaSets 2024.10	86	52.3	67.3	42.1	69.8	69.5	64.5
GAI 2026.02	85.8	55.3	77.2	55.4	73.8	72.4	70
PDG 2024.10	85.6	57.9	73.1	50	70.3	66.3	67.2
ULIP-2 2024.10	84.8	48.1	83.2	42	60.43	70.5	64.84
CLIPoint3D-V 2026.02	84.6	53.5	91.6	55.3	87.9	81.3	75.7
3DeNet 2026.02	84.5	57.1	78.8	57.2	77.5	78.1	72.2
PointDAN 2026.02	83.9	44.8	63.3	45.7	43.6	56.4	56.3
GAST 2026.02	83.9	56.7	76.4	55	73.4	72.2	69.5
MLSP 2026.02	83.7	55.4	77.1	55.6	78.2	76.1	71
I-OODG 2024.10	83.7	56.4	71.7	57.6	69.5	73.5	67.8
DAE-Global 2026.02	83.5	42.6	74.8	45.5	64.9	67.3	63.1
DefRec + PCM 2026.02	83.3	53.5	78.5	53.2	73.7	75.5	69.6
DefRec 2026.02	82.7	43.9	79.8	48	66	67.4	64.6
CLIPoint3D-B 2026.02	81.5	51.9	90.3	46.6	85.2	85.8	73.6
RS 2026.02	79.9	46.7	75.2	51.4	71.8	71.2	66
ULIP + RC 2024.10	78.8	41.63	43.03	41.6	25.23	63.6	48.98
DANN 2026.02	74.8	42.1	57.5	50.9	43.7	71.6	56.8
CLIPoint3D-T 2026.02	74.4	9.5	86	24.1	50.5	59.8	50.7
ULIP 2024.10	74.33	38.23	35.17	36.17	24.7	60.67	44.88
SF(DA)2 2024.03	70.3	35.5	68.3	29	70.4	69.2	57.1
AaD 2024.03	69.6	34.6	67.7	28.8	68	66.6	55.9
NRC 2024.03	64.8	25.8	59.8	26.9	70.1	68.1	52.6
PointDAN 2024.03	64.2	33	47.6	33.9	49.1	64.1	48.7
P-DAN 2024.10	64.2	33	47.6	33.9	49.1	64.1	48.7
MCD 2024.03	62	31	41.4	31.3	46.8	59.3	45.3
ADDA 2024.03	61	30.5	40.4	29.3	48.9	51.1	43.5
DANN 2024.03	58.7	29.4	42.3	30.5	48.1	56.7	44.2
VDM-DA 2024.03	58.4	30.9	61	40.8	45.3	61.8	49.7
MMD 2024.03	57.5	27.9	40.7	26.7	47.3	54.8	42.5
PointCLIP 2026.02	50.8	20.9	50.1	20.9	50.1	50.8	40.6
ZS-CLIP 2026.02	46.1	17	52	17	52	46.1	38.4
P-CLIP2 + RC 2024.10	43.27	37.2	32.47	36.97	21.7	43.9	35.92
Source only 2024.03	43.1	17.3	40	15	33.9	47.1	32.7
P-CLIP2 2024.10	40.53	26.4	31.33	35.57	16.3	24.97	29.18
PointCLIPv2 2026.02	38.8	19.5	71.6	19.5	71.6	38.8	43.3