Image Classification on KMNIST
93.37AccuracyPC-Iavg
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PC-Iavgtraining_data_fraction=100%2026.01 | 93.37 | — | — | — | |
| BPtraining_data_fraction=100%2026.01 | 92.38 | — | — | — | |
| PC-Ifwtraining_data_fraction=100%2026.01 | 92.13 | — | — | — | |
| PC-Iavgtraining_data_fraction=50%2026.01 | 91.87 | — | — | — | |
| PC-Ifwtraining_data_fraction=50%2026.01 | 90.13 | — | — | — | |
| BPtraining_data_fraction=50%2026.01 | 89.86 | — | — | — | |
| PC-Iavgtraining_data_fraction=25%2026.01 | 89.45 | — | — | — | |
| PC-Ifwtraining_data_fraction=25%2026.01 | 87.66 | — | — | — | |
| BPtraining_data_fraction=25%2026.01 | 87.18 | — | — | — | |
| SatSOMPhase=102025.06 | 79.72 | — | — | 8.91 | |
| SLeDGeLabel Ratio=1.0%2026.06 | 78.29 | — | — | — | |
| SLeDGeLabel ratio=1.0%2026.06 | 78.29 | — | — | — | |
| SLeDGe-LLabel Ratio=1.0%2026.06 | 67.81 | — | — | — | |
| SLeDGe-LLabel ratio=1.0%2026.06 | 67.81 | — | — | — | |
| SatSOMPhase=92025.06 | 67.39 | — | — | 15.05 | |
| HDSSLLabel Ratio=1.0%2026.06 | 64.64 | — | — | — | |
| HDSSLLabel ratio=1.0%2026.06 | 64.64 | — | — | — | |
| SatSOMPhase=72025.06 | 63.57 | — | — | 1.72 | |
| SatSOMPhase=82025.06 | 61.28 | — | — | 17.17 | |
| SatSOMPhase=62025.06 | 55.75 | — | — | 1.05 | |
| SLeDGeLabel Ratio=0.1%2026.06 | 54.98 | — | — | — | |
| SLeDGeLabel ratio=0.1%2026.06 | 54.98 | — | — | — | |
| SLeDGe-LLabel Ratio=0.1%2026.06 | 51.9 | — | — | — | |
| SLeDGe-LLabel ratio=0.1%2026.06 | 51.9 | — | — | — | |
| ReSSLLabel Ratio=1.0%2026.06 | 51.55 | — | — | — | |
| ReSSLLabel ratio=1.0%2026.06 | 51.55 | — | — | — | |
| SatSOMPhase=52025.06 | 47.1 | — | — | 0.89 | |
| TLPLabel Ratio=1.0%2026.06 | 44.73 | — | — | — | |
| TLPLabel ratio=1.0%2026.06 | 44.73 | — | — | — | |
| SatSOMPhase=42025.06 | 38.38 | — | — | 0.62 | |
| SatSOMPhase=32025.06 | 28.93 | — | — | 0.62 | |
| HDSSLLabel Ratio=0.1%2026.06 | 27.68 | — | — | — | |
| HDSSLLabel ratio=0.1%2026.06 | 27.68 | — | — | — | |
| ReSSLLabel Ratio=0.1%2026.06 | 22.93 | — | — | — | |
| ReSSLLabel ratio=0.1%2026.06 | 22.93 | — | — | — | |
| TLPLabel Ratio=0.1%2026.06 | 22.9 | — | — | — | |
| TLPLabel ratio=0.1%2026.06 | 22.9 | — | — | — | |
| SatSOMPhase=22025.06 | 19.78 | — | — | 0.06 | |
| SatSOMPhase=12025.06 | 10 | — | — | 0 | |
| Adam2025.12 | — | — | 90.66 | — | |
| BaseCNNParams(M)=0.52019.07 | — | 1.38 | — | — | |
| CAMNet2Params(M)=1.22019.07 | — | 1.07 | — | — | |
| CAMNet3Params(M)=2.0, Data Augmentation=None2019.07 | — | 2.52 | — | — | |
| CAMNet3Params(M)=2.02019.07 | — | 0.95 | — | — | |
| CAMNet4Params(M)=3.02019.07 | — | 1.06 | — | — | |
| Cr-Stitch2Params(M)=12019.07 | — | 1.16 | — | — | |
| MuAdam2025.12 | — | — | 98.16 | — | |
| MultiCNN3Params(M)=1.5, Data Augmentation=None2019.07 | — | 2.73 | — | — | |
| MultiCNN3Params(M)=1.52019.07 | — | 1.14 | — | — | |
| SENetParams(M)=0.52019.07 | — | 1.15 | — | — | |
| Simple AveragingMerging Strategy=Simple Averaging, Quantization Method=Full-precision, Bit-width=Full, Backbone=CLIP-ViT-B/322026.05 | — | — | 11.5 | — | |
| Simple Averaging + AWQMerging Strategy=Simple Averaging, Quantization Method=AWQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 13.52 | — | |
| Simple Averaging + E-PMQMerging Strategy=Simple Averaging, Quantization Method=E-PMQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 28.17 | — | |
| Simple Averaging + GPTQMerging Strategy=Simple Averaging, Quantization Method=GPTQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 12.76 | — | |
| Simple Averaging + RTNMerging Strategy=Simple Averaging, Quantization Method=RTN, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 13.05 | — | |
| Task ArithmeticMerging Strategy=Task Arithmetic, Quantization Method=Full-precision, Bit-width=Full, Backbone=CLIP-ViT-B/322026.05 | — | — | 15.4 | — | |
| Task Arithmetic + AWQMerging Strategy=Task Arithmetic, Quantization Method=AWQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 12.81 | — | |
| Task Arithmetic + E-PMQMerging Strategy=Task Arithmetic, Quantization Method=E-PMQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 23.37 | — | |
| Task Arithmetic + GPTQMerging Strategy=Task Arithmetic, Quantization Method=GPTQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 12.75 | — | |
| Task Arithmetic + RTNMerging Strategy=Task Arithmetic, Quantization Method=RTN, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 12.37 | — | |
| ThermoLion2025.12 | — | — | 99.68 | — | |
| TIES-MergingMerging Strategy=TIES-Merging, Quantization Method=Full-precision, Bit-width=Full, Backbone=CLIP-ViT-B/322026.05 | — | — | 19.7 | — | |
| TIES-Merging + AWQMerging Strategy=TIES-Merging, Quantization Method=AWQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 16.73 | — | |
| TIES-Merging + E-PMQMerging Strategy=TIES-Merging, Quantization Method=E-PMQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 25.94 | — | |
| TIES-Merging + GPTQMerging Strategy=TIES-Merging, Quantization Method=GPTQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 17.02 | — | |
| TIES-Merging + RTNMerging Strategy=TIES-Merging, Quantization Method=RTN, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 16 | — | |
| tinyCAMNet3Params(M)=0.472019.07 | — | 1.26 | — | — | |
| WUDI-MergingMerging Strategy=WUDI-Merging, Quantization Method=Full-precision, Bit-width=Full, Backbone=CLIP-ViT-B/322026.05 | — | — | 40 | — | |
| WUDI-Merging + AWQMerging Strategy=WUDI-Merging, Quantization Method=AWQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 22.06 | — | |
| WUDI-Merging + E-PMQMerging Strategy=WUDI-Merging, Quantization Method=E-PMQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 29.32 | — | |
| WUDI-Merging + GPTQMerging Strategy=WUDI-Merging, Quantization Method=GPTQ, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 23.93 | — | |
| WUDI-Merging + RTNMerging Strategy=WUDI-Merging, Quantization Method=RTN, Bit-width=4-bit, Backbone=CLIP-ViT-B/322026.05 | — | — | 21.17 | — |