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PIC-Sep + MICAS

Updated 12d ago

Evaluation Results

Method
PIC-Sep + MICAS 2024.11	3.4	3.6	3.7	3.8	4	3.7
ACT 2024.11	5.1	5.6	5.9	6	7	5.9
ACT 2024.04	5.1	5.6	5.9	6	7	5.9
PointNet 2024.11	5.3	5.9	6.9	7.7	8.5	6.9
PCT 2024.11	5.3	5.7	6.3	6.9	7.2	6.3
PointNet 2024.04	5.3	5.9	6.9	7.7	8.5	6.9
PCT 2024.04	5.3	5.7	6.3	6.9	7.2	6.3
PIC-Cat + MICAS 2024.11	5.7	6.5	9.1	12.5	15.4	9.8
PIC-S-Sep 2024.11	6	6.1	7.6	6.7	7.3	6.7
DGCNN 2024.11	6.2	6.7	7.3	7.4	7.7	7.1
DGCNN 2024.04	6.2	6.7	7.3	7.4	7.7	7.1
PIC-Sep 2024.11	8.6	9.2	10.2	11.3	12.4	10.3
PIC++ 2024.04	9.7	11.6	12.8	15.9	18	13.6
PIC-Cat 2024.11	10	11.4	13.8	16.9	18.6	14.1
PIC 2024.04	10	11.4	13.8	16.9	18.6	14.1
Point-MAE 2024.11	11.4	12.8	14.8	16	16.9	14.5
PointMAE‡ 2024.04	11.4	12.8	14.8	16	16.9	14.5
ACT 2024.11	12.2	14.4	19.4	25.5	29	20.1
DGCNN 2024.11	12.5	14.9	17.9	19.7	20.7	17.1
DGCNN† 2024.04	12.5	14.9	17.9	19.7	20.7	17.1
PIC-S-Cat 2024.11	12.8	15.8	23.9	31.2	36.9	24.1
ReCon 2024.11	14.7	16.3	19.2	21.5	22.5	18.8
PCT 2024.11	24.4	26	29.6	32.8	34.7	29.5
PCT† 2024.04	24.4	26	29.6	32.8	34.7	29.5
PointNet 2024.11	25.4	22.6	24.9	25.7	26.9	25.1
PointNet† 2024.04	25.4	22.6	24.9	25.7	26.9	25.1
I2P-MAE 2024.11	32.5	31.3	31.1	31.6	31.2	31.5
Copy 2024.11	155	157	156	148	154	154
Point-BERT 2024.11	291	295	294	295	298	294
DeformPIC 2026.04	1,900	1,900	1,900	2,000	2,100	2,000
ACT 2026.04	5,100	5,600	5,900	6,000	7,000	5,900
PointNet 2026.04	5,300	5,900	6,900	7,700	8,500	6,900
PCT 2026.04	5,300	5,700	6,300	6,900	7,200	6,300
PIC-S-Sep 2026.04	6,000	6,100	7,600	6,700	7,300	6,700
DGCNN 2026.04	6,200	6,700	7,300	7,400	7,700	7,100
PIC-Sep 2026.04	8,600	9,200	10,200	11,300	12,400	10,300
PIC-Cat 2026.04	10,000	11,400	13,800	16,900	18,600	14,100
Point-MAE 2026.04	11,400	12,800	14,800	16,000	16,900	14,500
ACT 2026.04	12,200	14,400	19,400	25,500	29,000	20,100
DGCNN 2026.04	12,500	14,900	17,900	19,700	20,700	17,100
PIC-S-Cat 2026.04	12,800	15,800	23,900	31,200	36,900	24,100
ReCon 2026.04	14,700	16,300	19,200	21,500	22,500	18,800
PCP-MAE 2026.04	17,300	25,600	36,300	45,100	50,200	34,900
UniPre3D 2026.04	18,200	26,300	36,500	44,900	49,700	35,100
PCT 2026.04	24,400	26,000	29,600	32,800	34,700	29,500
PointNet 2026.04	25,400	22,600	24,900	25,700	26,900	25,100
I2P-MAE 2026.04	32,500	31,300	31,100	31,600	31,200	31,500