Image Classification on ImageNet 1k (val) (Quantization Accuracy Profile)
83.9Top-1 Acc (W6A6)ERQ
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ERQModel=ViT-B, Optimization-based=true, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=17xN2026.02 | 83.9 | 76.6 | 82.8 | 84.3 | 84.4 | 84.5 | |
| QuEPTModel=ViT-B, Optimization-based=true, Uniform Quantizer=true, Criterion=Multi-Bit, Time (min)=362026.02 | 83.8 | 80.7 | 83.3 | 84.2 | 84.3 | 84.5 | |
| RepQ-ViTModel=ViT-B, Optimization-based=false, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=8xN2026.02 | 83.6 | 68.5 | 82 | 84.3 | 84.4 | 84.5 | |
| ERQModel=Swin-S, Optimization-based=true, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=20xN2026.02 | 82.9 | 80.7 | 82.4 | 83.1 | 83.2 | 83.2 | |
| QuEPTModel=Swin-S, Optimization-based=true, Uniform Quantizer=true, Criterion=Multi-Bit, Time (min)=382026.02 | 82.9 | 81.9 | 82.8 | 83.1 | 83.2 | 83.2 | |
| RepQ-ViTModel=Swin-S, Optimization-based=false, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=8xN2026.02 | 82.8 | 79.5 | 82.1 | 83 | 83 | 83.2 | |
| PTQ4ViTModel=Swin-S, Optimization-based=false, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=17xN2026.02 | 82.4 | 76.1 | 80.9 | 82.9 | 83.1 | 83.2 | |
| PD-QuantModel=Swin-S, Optimization-based=true, Uniform Quantizer=true, Criterion=Single-Bit, Time (min)=270xN2026.02 | 82.3 | 70.4 | 81.3 | — | — | 83.2 | |
| PTQ4ViTModel=ViT-B, Optimization-based=false, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=13xN2026.02 | 81.7 | 30.7 | 72.3 | 83.7 | 84.3 | 84.5 | |
| QuEPTModel=ViT-S, Optimization-based=true, Uniform Quantizer=true, Criterion=Multi-Bit, Time (min)=172026.02 | 80.6 | 75.1 | 79.7 | 81 | 81.2 | 81.3 | |
| ERQModel=ViT-S, Optimization-based=true, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=9xN2026.02 | 80.5 | 68.9 | 78.8 | 80.9 | 81.2 | 81.3 | |
| RepQ-ViTModel=ViT-S, Optimization-based=false, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=4xN2026.02 | 80.4 | 65.1 | 78.4 | 80.8 | 81.2 | 81.3 | |
| QuEPTModel=DeiT-S, Optimization-based=true, Uniform Quantizer=true, Criterion=Multi-Bit, Time (min)=172026.02 | 79.3 | 75.3 | 78.1 | 79.7 | 79.7 | 79.8 | |
| ERQModel=DeiT-S, Optimization-based=true, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=9xN2026.02 | 79 | 72.6 | 77.6 | 79.5 | 79.6 | 79.8 | |
| RepQ-ViTModel=DeiT-S, Optimization-based=false, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=4xN2026.02 | 78.9 | 69 | 77 | 79.5 | 79.7 | 79.8 | |
| PTMQModel=DeiT-S, Optimization-based=true, Uniform Quantizer=true, Criterion=Multi-Bit, Time (min)=4302026.02 | 78.7 | — | — | 79.3 | 79.5 | 79.8 | |
| PTQ4ViTModel=ViT-S, Optimization-based=false, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=7xN2026.02 | 78.6 | 42.6 | 72.7 | 80.5 | 81 | 81.3 | |
| PTMQModel=ViT-B, Optimization-based=true, Uniform Quantizer=true, Criterion=Multi-Bit, Time (min)=9502026.02 | 77.7 | — | — | 78.6 | 79.1 | 84.5 | |
| PD-QuantModel=DeiT-S, Optimization-based=true, Uniform Quantizer=true, Criterion=Single-Bit, Time (min)=110xN2026.02 | 77.6 | 64.9 | 74.9 | — | — | 79.8 | |
| PTQ4ViTModel=DeiT-S, Optimization-based=false, Uniform Quantizer=false, Criterion=Single-Bit, Time (min)=7xN2026.02 | 76.3 | 34.1 | 70.3 | 79 | 79.5 | 79.8 | |
| PTMQModel=ViT-S, Optimization-based=true, Uniform Quantizer=true, Criterion=Multi-Bit, Time (min)=4302026.02 | 76.1 | — | — | 77.1 | 78.2 | 81.3 | |
| PD-QuantModel=ViT-S, Optimization-based=true, Uniform Quantizer=true, Criterion=Single-Bit, Time (min)=110xN2026.02 | 71.4 | 21.2 | 65.1 | — | — | 81.3 | |
| PD-QuantModel=ViT-B, Optimization-based=true, Uniform Quantizer=true, Criterion=Single-Bit, Time (min)=230xN2026.02 | 63.1 | 34.9 | 58.4 | — | — | 84.5 |