Semantic Correspondence on SPair-71k (Per-Category Accuracy) benchmark leaderboard · SOTA2 Research

Semantic Correspondence on SPair-71k (Per-Category Accuracy)

95.6Aero AccuracySEMALIGN3D

Evaluation Results

Method	Links
SEMALIGN3D2025.03		95.6	80.4	94	66.5	82.2	92.6	92.5	91.4	88.3	96.1	91.3	87.4	84.2	92.3	87.7	85.3	95.9	96.1	88.9	—
GeoAware (AP-10k P.T.)2025.03		92	76.1	97.2	70.4	70.5	91.4	89.7	92.7	73.4	95	90.5	87.7	81.8	91.6	82.3	83.4	96.5	85.3	85.6	—
SD+DINOv2 (S)2025.03		81.2	66.9	91.6	61.4	57.4	85.3	83.1	90.8	54.5	88.5	75.1	80.2	71.9	77.9	60.7	68.9	92.4	65.8	74.6	—
SphericalMaps2025.03		74.8	64.5	87.1	45.6	52.7	77.8	71.4	82.4	47.7	82	67.3	73.9	67.6	60	49.9	69.8	78.5	59.1	67.3	—
DHF2025.03		74	61	87.2	40.7	47.8	70	74.4	80.9	38.5	76.1	60.9	66.8	66.6	70.3	58	54.3	87.4	60.3	64.9	—
SD+DINOv22025.03		73	64.1	86.4	40.7	52.9	55	53.8	78.6	45.5	77.3	64.7	69.7	63.3	69.2	58.4	67.6	66.2	53.5	64	—
DINOv2+NN2025.03		72.7	62	85.2	41.3	40.4	52.3	51.5	71.1	36.2	67.1	64.6	67.6	61	68.2	30.7	62	54.3	24.2	55.6	—
DIFT2025.03		63.5	54.5	80.8	34.5	46.2	52.7	48.3	77.7	39	76	54.9	61.3	53.3	46	57.8	57.1	71.1	63.4	57.7	—
CATs++2025.03		60.6	46.9	82.5	41.6	56.8	64.9	50.4	72.8	29.2	75.8	65.4	62.5	50.9	56.1	54.8	48.2	80.9	74.9	59.8	—
ASIC2025.03		57.9	25.2	68.1	24.7	35.4	28.4	30.9	54.8	21.6	45	47.2	39.9	26.2	48.8	14.5	24.9	40.9	24.6	36.9	—
SCorrSAN2025.03		57.1	40.3	78.3	38.1	51.8	57.8	47.1	67.9	25.2	71.3	63.9	49.3	45.3	49.8	48.8	40.3	77.7	69.7	55.3	—
MMNet-FCN2021.07		55.9	37	65	35.4	50	63.9	45.7	62.8	28.7	65	54.7	51.6	—	34.6	41.7	36.3	77.7	62.5	50.4	38.5
PMNC2025.03		54.1	35.9	74.9	36.5	42.1	48.8	40	72.6	21.1	67.6	58.1	50.5	40.1	54.1	43.3	35.7	74.5	59.9	50.4	—
MMNet2021.07		43.5	27	62.4	27.3	40.1	50.1	37.5	60	21	56.3	50.3	41.3	—	19.2	30.1	33.2	64.2	43.6	40.9	30.9
DHPF2021.07		38.4	23.8	68.3	18.9	42.6	27.9	20.1	61.6	22	46.9	46.1	33.5	—	40.1	27.6	28.1	49.5	46.5	37.3	27.6
SCOT2025.03		34.9	20.7	63.8	21.1	43.5	27.3	21.3	63.1	20	42.9	42.5	31.1	29.8	35	27.7	24.4	48.4	40.8	35.6	—
SCOT2021.07		34.9	20.7	63.8	21.1	43.5	27.3	21.3	63.1	20	42.9	42.5	31.1	—	35	27.7	24.4	48.4	40.8	35.6	29.8
HPF2021.07		25.3	18.5	47.6	14.6	37	22.9	18.3	51.1	16.7	31.5	30.8	19.1	—	23.8	23.5	14.4	30.8	37.2	27.2	23.7
HPF2021.07		25.2	18.9	52.1	15.7	38	22.8	19.1	52.9	17.9	33	32.8	20.6	—	27.9	21.1	11.9	31.5	35.6	28.2	24.4
CNNGeo2021.07		23.4	16.7	40.2	14.3	36.4	27.7	26	32.7	12.7	27.4	22.8	13.7	—	21	17.5	10.2	30.8	34.1	20.6	20.9
A2Net2021.07		22.6	18.5	42	16.4	37.9	30.8	26.5	35.6	13.3	29.6	24.3	16	—	22.8	20.5	13.5	31.4	36.5	22.3	21.6
WeakAlign2021.07		22.2	17.6	41.9	15.1	38.1	27.4	27.2	31.8	12.8	26.8	22.6	14.2	—	22.2	17.9	10.4	32.2	35.1	20.9	20
NC-Net2021.07		17.9	12.2	32.1	11.7	29	19.9	16.1	39.2	9.9	23.9	18.8	15.7	—	15	14.8	9.6	24.2	31.1	20.1	17.4