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Few-Shot Class-Incremental Learning on CUB-200 (Sessions 0-10 Evaluation)

88.92Session 1 Accuracy

EPT*

Updated 4d ago

Evaluation Results

Method	Links
EPT* 2026.02		88.92	90.32	87.84	86.9	86.39	85.76	85.43	86.13	86.01	86.49	86.48	86.97	-
CASP 2026.01		87.9	89.4	87.4	86.8	86.8	85	85	85.4	85.3	85.6	85.8	86.4	-
EPT 2026.02		87.84	89.49	87.43	86.34	86.07	84.39	84.54	84.97	84.74	84.76	85.1	85.97	-
DSS-P 2026.02		87.64	90.95	86.43	85.12	85.32	83.99	83.59	83.63	83.25	83.62	84.22	85.25	-
SEC 2026.02		87.02	88.37	86.71	85.3	85.38	83.66	83.66	84.18	83.98	84.18	84.48	85.17	-
SEC 2026.01		86.6	87.5	85.5	84.6	84.9	84	83.7	84.2	83.8	84	84.8	84.9	-
ASP 2026.02		86.41	87.67	85.83	84.01	83.99	82.41	82.25	82.61	82.04	82.45	82.64	83.84	-
CoACT 2024.05		86.26	88.68	85.83	83.38	83.52	81.71	81.77	81.77	81.02	80.76	81.19	-	-
TEEN 2026.01		86.2	88.8	85.5	83	83	81.7	81.5	79.7	79.9	79.5	80	82.6	-
ASP 2026.01		86	87.1	84.9	83.4	83.6	82.4	82.6	83	82.6	83	83.5	83.8	-
Comp 2026.02		85.97	90.54	85.42	84.66	83.71	81.83	81.56	81.51	81.02	81.27	81.58	83.55	-
TEEN 2026.02		84.56	85.87	83.51	80.82	81.86	79.64	79.53	79.23	78.49	78.2	78.43	80.92	-
LGSP 2026.02		84.31	85.72	83.21	81.33	81.8	80.33	79.89	80.09	79.18	79.74	79.72	81.39	-
LGSP 2026.01		84.3	85.7	83.2	81.3	81.8	80.3	79.9	80.1	79.2	79.7	79.7	81.4	-
SV-T 2024.05		82.63	84.19	81.21	78.97	79.38	77.64	77.55	75.71	75.91	75.77	76.17	-	-
CEC 2026.02		82.5	84.8	81.4	78.5	79.3	77.8	77.4	77.6	77.2	76.9	76.8	79.1	-
DualP 2026.01		82.2	83.5	80.9	79.5	78.6	77	76.3	77	75.7	76.1	76.5	78.5	-
PCL 2026.02		81.86	85.23	80.05	79.38	75.85	74.6	73.85	71.42	69.59	69.06	68.31	75.38	-
NTK 2026.02		81.8	84	80.1	77.4	76.6	74.6	74.6	74.4	74	73.9	73.6	76.81	-
PriViLege 2026.01		81.3	82.3	80.5	77.8	77.8	76	75.7	76	75.2	75.2	75.1	77.5	-
PriViLege 2024.05		81.25	82.21	80.45	77.76	77.78	75.95	75.69	76	75.19	75.19	75.08	-	-
L2P 2026.01		81.2	82.4	79	76.8	76.2	74.7	74.1	74.1	72.7	73	73.6	76.2	-
PET 2026.02		79.23	82.3	77.61	72.4	72.51	71.29	70.65	69.15	68.34	66.85	67.12	72.49	-
CPE-CLIP 2024.05		78.52	81.58	76.68	71.86	71.52	70.23	67.66	66.52	65.09	64.47	64.6	-	-
F2M 2024.05		78.16	81.07	75.57	72.89	70.86	68.17	67.01	65.26	63.36	61.76	60.26	-	-
Coda-P 2026.01		78.1	79.6	76.4	75.6	75	73.1	72.5	72.8	72	72.4	72.9	74.6	-
BOT 2024.05		78.03	82.31	75.45	70.99	71.06	67.85	67.44	66.05	64.95	64.31	63.75	-	-
SAVC 2024.05		77.92	81.85	74.95	70.21	69.96	67.02	66.16	65.3	63.84	63.15	62.5	-	-
PKI 2026.01		77.25	80.51	73.98	70.69	68.93	66.07	64.89	63.91	61.01	60.46	59.93	67.97	-0.23
Yourself 2026.02		77	83.4	75.3	72.2	69	66.8	66	65.6	64.1	64.5	63.6	69.85	-
SDC 2026.01		76.72	80.78	73.18	70.98	68.52	65.73	64.26	63.31	60.84	60.07	59.24	67.6	-
PKIV-1 2026.01		76.61	-	73.72	70.36	68.54	65.61	64.48	63.49	60.31	59.83	59.22	67.52	0.22
PKIV-2 2026.01		76.61	-	73.72	70.36	68.81	65.74	64.78	63.85	60.89	60.14	59.68	67.74	-
MambaF 2026.02		76.26	80.9	72.97	70.14	67.83	65.74	65.43	64.12	62.31	62.12	61.65	68.13	-
NC-FSCIL 2026.01		75.98	80.45	72.3	70.28	68.17	65.16	64.43	63.25	60.66	60.01	59.44	67.28	0.46
NC-FSCIL 2026.01		75.98	80.45	72.3	70.28	68.17	65.16	64.43	63.25	60.66	60.01	59.44	67.28	0.32
PA 2026.02		75.59	78.69	72.71	68.71	68.37	65.77	64.75	63.59	62.76	62.02	61.19	67.65	-
CABD 2026.01		75.37	79.12	72.8	69.05	67.53	65.12	64	63.51	61.87	61.47	60.93	67.34	0.4
CABD 2026.01		75.37	79.12	72.8	69.05	67.53	65.12	64	63.51	61.87	61.47	60.93	67.34	0.26
IDLVQ 2026.01		74.72	77.37	70.28	67.13	65.34	63.52	62.1	61.54	59.04	58.68	57.81	65.23	2.51
SoftNet 2024.05		74.58	78.07	71.37	67.54	65.37	62.6	61.07	59.37	57.53	57.21	56.75	-	-
LIMIT 2026.01		74.18	76.32	72.68	69.19	68.79	65.64	63.57	62.69	61.47	60.44	58.45	66.67	0.97
LIMIT 2026.01		74.18	76.32	72.68	69.19	68.79	65.64	63.57	62.69	61.47	60.44	58.45	66.67	0.93
MCNet 2026.01		73.96	77.57	70.47	65.81	66.16	63.81	62.09	61.82	60.41	60.09	59.08	65.57	2.17
MCNet 2026.01		73.96	77.57	70.47	65.81	66.16	63.81	62.09	61.82	60.41	60.09	59.08	65.57	2.03
LIMIT 2024.05		73.55	75.89	71.99	68.14	67.42	63.61	62.4	61.35	59.91	58.66	57.41	-	-
FACT 2024.05		73.23	75.9	70.84	66.13	65.56	62.15	61.74	59.83	58.41	57.89	56.94	-	-
FACT 2026.01		73.23	75.9	70.84	66.13	65.56	62.15	61.74	59.83	58.41	57.89	56.94	64.42	3.32
ALICE 2026.01		72.7	77.4	70.6	67.2	65.9	63.4	62.9	61.9	60.5	60.6	60.1	65.75	1.99
ALICE 2026.01		72.7	77.4	70.6	67.2	65.9	63.4	62.9	61.9	60.5	60.6	60.1	65.75	1.85
MetaFSCIL 2024.05		72.41	75.9	68.78	64.78	62.96	59.99	58.3	56.85	54.78	53.82	52.64	-	-
MetaFSCIL 2026.01		72.41	75.9	68.78	64.78	62.96	59.99	58.3	56.85	54.78	53.82	52.64	61.93	5.81
Data-free replay 2026.01		72.14	75.9	68.64	63.76	62.58	59.11	57.82	55.89	54.92	53.58	52.39	61.52	6.22
CEC 2024.05		71.94	75.85	68.5	63.5	62.43	58.27	57.73	55.81	54.83	53.52	52.28	-	-
CEC 2026.01		71.94	75.85	68.5	63.5	62.43	58.27	57.73	55.81	54.83	53.52	52.28	61.33	6.81
D-Cosine 2026.01		70.95	75.52	66.46	61.2	60.86	56.88	55.4	53.49	51.94	50.93	49.31	59.36	8.38
MgSvF 2026.01		70.53	72.29	67	64.92	62.67	61.89	59.63	59.15	57.73	55.92	54.33	62.37	5.37
MgSvF 2026.01		70.53	72.29	67	64.92	62.67	61.89	59.63	59.15	57.73	55.92	54.33	62.37	5.23
OrCo 2026.01		66.85	75.59	64.05	63.69	62.2	60.38	60.18	59.2	58	58.42	57.94	62.41	5.33
OrCo 2026.01		66.85	75.59	64.05	63.69	62.2	60.38	60.18	59.2	58	58.42	57.94	62.41	5.19
OSHHG 2026.01		62.61	63.2	59.83	56.82	55.07	53.06	51.56	50.05	47.5	46.82	45.87	53.85	13.88
OSHHG 2026.01		62.61	63.2	59.83	56.82	55.07	53.06	51.56	50.05	47.5	46.82	45.87	53.85	13.75
TOPIC 2024.05		62.49	68.68	54.81	49.99	45.25	41.4	38.35	35.36	32.22	28.31	26.28	-	-
TOPIC 2026.01		62.49	68.68	54.81	49.99	45.25	41.4	38.35	35.36	32.22	28.31	26.28	43.92	23.82
TOPIC 2026.01		62.49	68.68	54.81	49.99	45.25	41.4	38.35	35.36	32.22	28.31	26.28	43.92	23.68
SPPR 2024.05		61.85	68.68	57.43	52.68	50.19	46.88	44.65	43.07	40.17	39.63	37.33	-	-
SPPR 2026.01		61.85	68.68	57.43	52.68	50.19	46.88	44.65	43.07	40.17	39.63	37.33	49.32	18.42
RRFSP 2026.01		59.37	68.78	59.32	54.96	52.58	49.81	48.09	46.32	44.33	43.43	43.23	51.84	15.9
Rebalancing 2024.05		57.12	68.68	44.21	28.78	26.71	25.66	24.62	21.52	20.12	20.06	19.87	-	-
NCM 2026.01		57.12	68.68	44.21	28.78	26.71	25.66	24.62	21.52	20.12	20.06	19.87	32.49	35.25
EEIL 2024.05		53.63	68.68	47.91	44.2	36.3	27.46	25.93	24.7	23.95	24.13	22.11	-	-
EEIL 2026.01		53.63	68.68	47.91	44.2	36.3	27.46	25.93	24.7	23.95	24.13	22.11	36.27	31.33
iCaRL 2024.05		52.65	68.68	48.61	44.16	36.62	29.52	27.83	26.26	24.01	23.89	21.16	-	-
iCaRl 2026.01		52.65	68.68	48.61	44.16	36.62	29.52	27.83	26.26	24.01	23.89	21.16	36.67	31.06
iCaRl 2026.01		52.65	68.68	48.61	44.16	36.62	29.52	27.83	26.26	24.01	23.89	21.16	36.67	30.93