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ResearchFormerly WizWand

Class-Incremental Learning on CUB-200 Split

97.9FAANoRGa + Soft-TF
39.046454.325769.60584.8843Oct 11, 2023Mar 16, 2024Aug 20, 2024Jan 25, 2025Jul 1, 2025Dec 5, 2025May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
NoRGa + Soft-TFPre-training=Sup-21K2024.1197.9——
SEMA w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0591.73—86.56
APER w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0591.52—86.39
SimpleCIL w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0591.37—85.96
HashBackbone=ViT-B/16, Pre-training=Sup-21K2026.0191.3492.98—
APERSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0590.99—85.11
NoRGaBackbone=ViT-B/16, Pre-training=Sup-21K2026.0190.992.53—
NoRGaPre-training=Sup-21K2024.1190.9——
NoRGa + Soft-TFPre-training=iBOT-21K2024.1190.82——
CODA-Prompt w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0589.43—85.75
EASESetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0588.18—81.21
SimpleCILSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0588.1—80.49
EASE w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0587.59—81.13
HiDe-PromptPre-training=Sup-21K2023.1086.56——
HiDe-PromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.0186.5689.34—
HiDe-PromptPre-training=Sup-21K2024.1186.56——
CL-LoRA w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0584.46—74.6
CL-LoRASetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0584.38—74.47
DualPrompt w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0583.72—77.31
S-Prompt++Pre-training=Sup-21K2023.1082.08——
DualPromptPre-training=Sup-21K2023.1082.05——
CODA-PromptSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0580.74—69.97
NoRGaPre-training=iBOT-21K2024.1180.69——
CPromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.0180.3587.66—
SEMASetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0579.52—65.56
DualPromptSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.0578.84—70.7
HiDe-PromptPre-training=iBOT-21K2023.1078.23——
HiDe-PromptPre-training=iBOT-21K2024.1178.23——
DualPromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.0177.5683.24—
DualPromptPre-training=Sup-21K2024.1177.56——
S-PromptPre-training=Sup-21K2024.1177.13——
L2PBackbone=ViT-B/16, Pre-training=Sup-21K2026.0175.4681.59—
L2PPre-training=Sup-21K2024.1175.46——
L2PPre-training=Sup-21K2023.1074.48——
CODA-PromptPre-training=Sup-21K2023.1074.34——
CODA-PromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.0174.3479.52—
CODA-PromptPre-training=Sup-21K2024.1174.34——
CODA-PromptPre-training=iBOT-21K2023.1047.79——
CODA-PromptPre-training=iBOT-21K2024.1147.79——
L2PPre-training=iBOT-21K2024.1146.6——
DualPromptPre-training=iBOT-21K2024.1145.93——
L2PPre-training=iBOT-21K2023.1044.29——
S-PromptPre-training=iBOT-21K2024.1144.22——
S-Prompt++Pre-training=iBOT-21K2023.1042.73——
DualPromptPre-training=iBOT-21K2023.1041.31——