Image Classification on ImageNet-1K (test) (Accuracy)
80.9AccuracyMSP
Evaluation results
| Method | Links | |
|---|---|---|
| MSPBackbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 80.9 | |
| Temp. ScaleBackbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 80.9 | |
| MDSBackbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 80.41 | |
| RMDSBackbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 80.41 | |
| Hierarchical Gaussian DPMM (Tied)Backbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 80.41 | |
| DenseBackbone=DeiT-Small2026.03 | 79.9 | |
| SNIP+ZO-SAMBackbone=DeiT-Small, Pruning ratio=70%2026.03 | 79.31 | |
| RigL+ZO-SAMBackbone=DeiT-Small, Pruning ratio=70%2026.03 | 79.16 | |
| SViTEBackbone=DeiT-Small, Pruning ratio=70%2026.03 | 78.18 | |
| MEST+ZO-SAMBackbone=DeiT-Small, Pruning ratio=70%2026.03 | 78.04 | |
| RigLBackbone=DeiT-Small, Pruning ratio=70%2026.03 | 77.99 | |
| RW-SAMBackbone=ResNet-502025.09 | 77.37 | |
| SAMBackbone=ResNet-502025.09 | 77.16 | |
| MESTBackbone=DeiT-Small, Pruning ratio=70%2026.03 | 77.15 | |
| Hierarchical Gaussian DPMM (Full)Backbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 76.78 | |
| SGDBackbone=ResNet-502025.09 | 76.67 | |
| Hierarchical Gaussian DPMM (Diagonal)Backbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 76.54 | |
| Hierarchical Gaussian DPMM (Coupled Diag.)Backbone=ViT-B-16 (DeIT), Embedding Dimension=7682025.02 | 76.52 | |
| DenseBackbone=DeiT-Tiny2026.03 | 72.2 | |
| SNIP+ZO-SAMBackbone=DeiT-Tiny, Pruning ratio=50%2026.03 | 71.32 | |
| RigL+ZO-SAMBackbone=DeiT-Tiny, Pruning ratio=50%2026.03 | 70.79 | |
| MEST+ZO-SAMBackbone=DeiT-Tiny, Pruning ratio=50%2026.03 | 70.41 | |
| FP32Model=OpenCLIP, Quantization=None (FP32), Evaluation Protocol=Zero-shot2025.10 | 70.22 | |
| SViTEBackbone=DeiT-Tiny, Pruning ratio=50%2026.03 | 70.18 | |
| RigLBackbone=DeiT-Tiny, Pruning ratio=50%2026.03 | 70.02 | |
| BEFOREk=16, Backbone=ResNet-502026.03 | 69.79 | |
| MESTBackbone=DeiT-Tiny, Pruning ratio=50%2026.03 | 69.69 | |
| QuaRotModel=OpenCLIP, Quantization Setting=W8A8, Evaluation Protocol=Zero-shot2025.10 | 68.5 | |
| QuaRot + RegCacheModel=OpenCLIP, Quantization Setting=W8A8, Evaluation Protocol=Zero-shot2025.10 | 68.5 | |
| FP32Model=CLIP, Quantization=None (FP32), Evaluation Protocol=Zero-shot2025.10 | 68.32 | |
| QuaRot + RegCacheModel=CLIP, Quantization Setting=W8A8, Evaluation Protocol=Zero-shot2025.10 | 66.84 | |
| QuaRotModel=CLIP, Quantization Setting=W8A8, Evaluation Protocol=Zero-shot2025.10 | 66.38 | |
| STRUCTGUARDk=16, Backbone=ResNet-502026.03 | 65.53 | |
| ORACLEk=16, Backbone=ResNet-502026.03 | 63.92 | |
| QuaRot + RegCacheModel=OpenCLIP, Quantization Setting=W6A6, Evaluation Protocol=Zero-shot2025.10 | 59.76 | |
| QuaRotModel=OpenCLIP, Quantization Setting=W6A6, Evaluation Protocol=Zero-shot2025.10 | 59.49 | |
| QuaRot + RegCacheModel=CLIP, Quantization Setting=W6A6, Evaluation Protocol=Zero-shot2025.10 | 56.05 | |
| QuaRotModel=CLIP, Quantization Setting=W6A6, Evaluation Protocol=Zero-shot2025.10 | 55.86 | |
| NaïveModel=OpenCLIP, Quantization Setting=W8A8, Evaluation Protocol=Zero-shot2025.10 | 46.12 | |
| STRUCTGUARDk=256, Backbone=ResNet-502026.03 | 41.15 | |
| NaïveModel=CLIP, Quantization Setting=W8A8, Evaluation Protocol=Zero-shot2025.10 | 34.01 | |
| NaïveModel=OpenCLIP, Quantization Setting=W6A6, Evaluation Protocol=Zero-shot2025.10 | 0.47 | |
| NaïveModel=CLIP, Quantization Setting=W6A6, Evaluation Protocol=Zero-shot2025.10 | 0.17 |