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ResearchFormerly WizWand

Class-Incremental Learning on CUB (B0 Inc10)

92.62Last AccuracyJoint
30.750446.812762.87578.9373Feb 20, 2025Apr 30, 2025Jul 9, 2025Sep 16, 2025Nov 25, 2025Feb 2, 2026Apr 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
JointBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0292.62—
TOSCABackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0291.0993.47
JointBackbone=ViT-B/16-IN1K2025.0290.19—
MOSBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0290.0793.42
RanPACBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0289.2793.35
TOSCABackbone=ViT-B/16-IN1K2025.0289.0591.55
Ranpac + C-Flat TurboModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=94.34 (61.0%)2026.0489.0293.12
Ranpac + C-FlatModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=42.98 (27.8%)2026.0488.7692.67
RanpacModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=154.64 (100%)2026.0488.6892.61
MOSBackbone=ViT-B/16-IN1K2025.0288.0292.24
RanPACBackbone=ViT-B/16-IN1K2025.0286.7791.05
SimpleCILBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0286.7391.58
APER-AdapterBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0286.7291.62
EASEBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0286.4992.51
SimpleCILBackbone=ViT-B/16-IN1K2025.0285.1690.42
EASE + C-Flat TurboModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=102.74 (61.6%)2026.0484.1889.56
EASE + C-FlatModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=44.25 (26.5%)2026.0484.0589.37
EASEModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=166.67 (100%)2026.0483.9689.16
EASEBackbone=ViT-B/16-IN1K2025.028187.93
MEMO + C-Flat TurboModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=91.91 (68.0%)2026.0480.9287.15
MEMO + C-FlatModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=46.11 (34.1%)2026.0480.7387.03
APER-AdapterBackbone=ViT-B/16-IN1K2025.0280.6387.64
MEMOModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=135.14 (100%)2026.0479.986.66
HiDePromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0279.5683.86
HiDePromptBackbone=ViT-B/16-IN1K2025.0277.1181.46
iCaRL + C-Flat TurboModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=45.89 (62.6%)2026.0475.1284
iCaRL + C-FlatModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=19.72 (26.9%)2026.0474.8183.47
iCaRLModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=73.35 (100%)2026.047482.91
DualPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0270.5181.36
CODAPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0268.4477.65
DualPromptBackbone=ViT-B/16-IN1K2025.0263.4775.78
L2P + C-FlatModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=28.63 (30.0%)2026.0462.1174.36
L2P + C-Flat TurboModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=65.50 (59.4%)2026.0461.9774.12
CODAPromptBackbone=ViT-B/16-IN1K2025.0261.6170.75
L2PBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0261.5573.22
L2PModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=110.29 (100%)2026.0459.1473.04
L2PBackbone=ViT-B/16-IN1K2025.0258.770.64
FinetuneBackbone=ViT-B/16-IN1K2025.0234.7657.27
FinetuneBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.0233.1355.78