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Image Classification on CIFAR100 (Transfer/Average/Last Scores)

68.2Accuracy

Ours (T*csg)

Updated 1mo ago

Evaluation Results

Method
Ours (T*csg) 2025.04	68.2	-	-	-	-	-	-	-
Ours (T*cn) 2025.04	67.81	-	-	-	-	-	-	-
Ours (T*) 2025.04	66.05	-	-	-	-	-	-	-
Ours (T*csgcn) 2025.04	65.93	-	-	-	-	-	-	-
T = √M 2025.04	65.16	-	-	-	-	-	-	-
Ours (T*) 2025.04	64.94	-	-	-	-	-	-	-
Ours (T*csg) 2025.04	63.6	-	-	-	-	-	-	-
Ours (T*csgcn) 2025.04	63.56	-	-	-	-	-	-	-
Ours (T*cn) 2025.04	63.48	-	-	-	-	-	-	-
T = 1 2025.04	62.34	-	-	-	-	-	-	-
T = √M 2025.04	60.99	-	-	-	-	-	-	-
Ours (T*csgcn) 2025.04	60.14	-	-	-	-	-	-	-
Ours (T*) 2025.04	59.95	-	-	-	-	-	-	-
Ours (T*csg) 2025.04	59.2	-	-	-	-	-	-	-
Ours (T*) 2025.04	59.01	-	-	-	-	-	-	-
Ours (T*cn) 2025.04	58.94	-	-	-	-	-	-	-
T = 1 2025.04	58.75	-	-	-	-	-	-	-
Ours (T*csg) 2025.04	58.7	-	-	-	-	-	-	-
Insert LN 2025.04	58.48	-	-	-	-	-	-	-
Ours (T*cn) 2025.04	57.93	-	-	-	-	-	-	-
Ours (T*csgcn) 2025.04	57.89	-	-	-	-	-	-	-
T = 1 2025.04	56.52	-	-	-	-	-	-	-
Insert LN 2025.04	55.5	-	-	-	-	-	-	-
Insert LN 2025.04	55.41	-	-	-	-	-	-	-
T = 1 2025.04	50.34	-	-	-	-	-	-	-
Insert LN 2025.04	49.64	-	-	-	-	-	-	-
Insert LN 2025.04	49.58	-	-	-	-	-	-	-
T = 1 2025.04	49.18	-	-	-	-	-	-	-
T = √M 2025.04	46.23	-	-	-	-	-	-	-
Ours (T*csgcn) 2025.04	42.7	-	-	-	-	-	-	-
Ours (T*csg) 2025.04	41.7	-	-	-	-	-	-	-
Ours (T*cn) 2025.04	41	-	-	-	-	-	-	-
Ours (T*) 2025.04	35.25	-	-	-	-	-	-	-
T = √M 2025.04	32.62	-	-	-	-	-	-	-
T = √M 2025.04	15.97	-	-	-	-	-	-	-
Zero-shot 2025.03	-	-	68.2	-	-	-	-	-
Individual FT 2025.03	-	-	76.8	-	-	-	-	-
Continual FT 2025.03	-	53	59.1	60.1	-	-	-	-
WiSE-FT 2025.03	-	60	61	59.6	-	-	-	-
ZSCL 2025.03	-	68.1	66.5	63.7	-	-	-	-
MoE 2025.03	-	68.2	73.9	74.9	-	-	-	-
ConDU (FT) 2025.03	-	69.5	74.1	75	-	-	-	-
ConDU (LoRA) 2025.03	-	68.5	75.4	76.7	-	-	-	-
S-liPrompts 2026.04	-	-	-	-	58.9	53.3	-5.6	-
L2P-1 2026.04	-	-	-	-	49.4	45.7	-3.7	-
DualPrompt-1 2026.04	-	-	-	-	54	49.5	-4.5	-
CODA-P-1 2026.04	-	-	-	-	72.3	66.9	-5.4	-
HiDe-Prompt-1 2026.04	-	-	-	-	81	77.2	-3.8	-
CoOp-1 (1000) 2026.04	-	-	-	-	67.6	61.1	-6.5	-
Continual-CLIP 2026.04	-	-	-	-	73.4	73.4	0	-
Zero-Shot CLIP 2026.04	-	-	-	-	78.3	78.3	0	-
AttriCLIP 2026.04	-	-	-	-	81.4	82.3	0.9	-
ProTPS 2026.04	-	-	-	-	83.3	84.4	1.1	-
Finetuning 2026.04	-	-	-	10.42	-	-	-	19.71
Linear Probe 2026.04	-	-	-	23.07	-	-	-	49.69
EWC 2026.04	-	-	-	52.83	-	-	-	49.51
LwF 2026.04	-	-	-	36.53	-	-	-	55.51
L2P 2026.04	-	-	-	41.63	-	-	-	57.08
DualPrompt 2026.04	-	-	-	56.82	-	-	-	67.07
MVP 2026.04	-	-	-	62.59	-	-	-	68.1
MISA 2026.04	-	-	-	80.98	-	-	-	80.55
SinglePrompt 2026.04	-	-	-	87.53	-	-	-	85.58
ER 2026.04	-	-	-	60.68	-	-	-	65.57
DER++ 2026.04	-	-	-	65.63	-	-	-	66.92
ER-ACE 2026.04	-	-	-	72.07	-	-	-	69.36
RM 2026.04	-	-	-	23.94	-	-	-	40.86
CLIB 2026.04	-	-	-	67.16	-	-	-	69.68
MVP 2026.04	-	-	-	79.32	-	-	-	76.06
MISA 2026.04	-	-	-	82.27	-	-	-	82.37
SinglePrompt 2026.04	-	-	-	85.61	-	-	-	84.34
ER 2026.04	-	-	-	71.81	-	-	-	69.86
DER++ 2026.04	-	-	-	65.68	-	-	-	69.42
ER-ACE 2026.04	-	-	-	74.75	-	-	-	70.59
RM 2026.04	-	-	-	65.51	-	-	-	53.27
CLIB 2026.04	-	-	-	72.09	-	-	-	71.53
MVP 2026.04	-	-	-	84.42	-	-	-	78.65
MISA 2026.04	-	-	-	85.32	-	-	-	83.58
SinglePrompt 2026.04	-	-	-	88.34	-	-	-	86.07
T = 1 2025.04	-	-	55.43	-	-	-	-	-
T = √M 2025.04	-	-	44.19	-	-	-	-	-
Insert LN 2025.04	-	-	53.72	-	-	-	-	-
Ours (T*) 2025.04	-	-	57.04	-	-	-	-	-
Ours (T*csg) 2025.04	-	-	58.28	-	-	-	-	-
Ours (T*cn) 2025.04	-	-	57.83	-	-	-	-	-
Ours (T*csgcn) 2025.04	-	-	58.04	-	-	-	-	-