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Image Classification on CIFAR10 (test) (Accuracy & Run Time)

79.08Top-1 AccuracyLAMP
11.01228.683546.35564.0265May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LAMPSparsity=90%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0579.08——
RRSparsity=90%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0578.7——
ERKSparsity=90%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0578.29——
Repair ResidualSparsity=90%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0576.82——
Raw ShiftSparsity=90%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0576.79——
LAMPSparsity=92.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0569.03——
ERKSparsity=92.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0566.05——
RRSparsity=92.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0565.84——
Repair ResidualSparsity=92.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0563.51——
Raw ShiftSparsity=92.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0559.38——
GlobalSparsity=90%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0558.26——
UniformSparsity=90%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0555.61——
LAMPSparsity=95%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0549.24——
ERKSparsity=95%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0545.34——
RRSparsity=95%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0542.07——
UniformSparsity=92.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0541.55——
Repair ResidualSparsity=95%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0540.84——
GlobalSparsity=92.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0539.8——
Raw ShiftSparsity=95%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0539.47——
UniformSparsity=95%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0529.87——
RRSparsity=97.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0524.09——
LAMPSparsity=97.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0523.45——
GlobalSparsity=95%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0523.07——
ERKSparsity=97.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0522.8——
Repair ResidualSparsity=97.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0520.26——
Raw ShiftSparsity=97.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0515.81——
GlobalSparsity=97.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0515.07——
UniformSparsity=97.5%, Backbone=ResNet34, Repair Strategy=CR+BN2026.0513.63——
ResNet18Method variant=Parametric2026.03—94.90.7
ResNet18-KNNMethod variant=KNN, Subsampling percentage=5%2026.03—94.51.1
ResNet18-KNNMethod variant=KNN, Subsampling percentage=10%2026.03—94.51.1
ResNet18-KNNMethod variant=KNN, Subsampling percentage=100%2026.03—94.51.5
SPM-CMethod variant=SPM (Clustering), Subsampling percentage=5%2026.03—94.50.7
SPM-CMethod variant=SPM (Clustering), Subsampling percentage=10%2026.03—94.50.7
SPM-CMethod variant=SPM (Clustering), Subsampling percentage=100%2026.03—94.50.7
SPM-RMethod variant=SPM (Retrieval), Subsampling percentage=5%2026.03—94.11
SPM-RMethod variant=SPM (Retrieval), Subsampling percentage=10%2026.03—94.11.1
SPM-RMethod variant=SPM (Retrieval), Subsampling percentage=100%2026.03—94.12.1