Image Generation on ImageNet 50K images (val)
317.16ISFP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FPBit Width=FP, Model=VAR-d242026.01 | 317.16 | 2.33 | 8.24 | 82 | |
| FPBit Width=FP, Model=RAR-XL2026.01 | 308.54 | 1.54 | 5.31 | 80 | |
| OursBit Width=W8A8, Model=RAR-XL2026.01 | 304.18 | 1.58 | 5.57 | 80 | |
| FPBit Width=FP, Model=RAR-B2026.01 | 292.8 | 1.96 | 6.16 | 82 | |
| OmniQuantBit Width=W8A8, Model=RAR-XL2026.01 | 283.67 | 1.68 | 5.92 | 78 | |
| OursBit Width=W8A8, Model=RAR-B2026.01 | 283.47 | 2.21 | 7.22 | 82 | |
| FPBit Width=FP, Model=VAR-d162026.01 | 283.21 | 3.6 | 8.27 | 85 | |
| OmniQuantBit Width=W8A8, Model=RAR-B2026.01 | 281.12 | 2.23 | 7.21 | 81 | |
| SVDQuantBit Width=W8A8, Model=RAR-XL2026.01 | 279.94 | 1.86 | 5.85 | 76 | |
| QuaRotBit Width=W8A8, Model=RAR-XL2026.01 | 279.09 | 2.06 | 6.47 | 79 | |
| QuaRotBit Width=W8A8, Model=VAR-d242026.01 | 257.71 | 3.4 | 13.34 | 77 | |
| OS+Bit Width=W8A8, Model=RAR-B2026.01 | 256.01 | 2.5 | 7.93 | 78 | |
| SVDQuantBit Width=W8A8, Model=VAR-d242026.01 | 253.78 | 3.29 | 12.38 | 76 | |
| OursBit Width=W8A8, Model=VAR-d242026.01 | 252.7 | 3.36 | 13.24 | 77 | |
| OursBit Width=W6A6, Model=RAR-XL2026.01 | 250.7 | 2.79 | 6.7 | 76 | |
| OS+Bit Width=W8A8, Model=VAR-d242026.01 | 250.61 | 4.14 | 12.93 | 77 | |
| QuaRotBit Width=W8A8, Model=RAR-B2026.01 | 250.54 | 3.41 | 13.07 | 77 | |
| SmoothQuantBit Width=W8A8, Model=VAR-d242026.01 | 246.68 | 4.42 | 12.66 | 77 | |
| OmniQuantBit Width=W8A8, Model=VAR-d242026.01 | 244.46 | 5.2 | 14.98 | 76 | |
| SmoothQuantBit Width=W8A8, Model=RAR-B2026.01 | 242.97 | 2.8 | 7.76 | 78 | |
| RepQ*Bit Width=W8A8, Model=VAR-d242026.01 | 240.18 | 4.74 | 14.1 | 76 | |
| OS+Bit Width=W8A8, Model=RAR-XL2026.01 | 238.01 | 3.13 | 8.53 | 73 | |
| QuaRotBit Width=W8A8, Model=VAR-d162026.01 | 231.38 | 3.99 | 11.38 | 79 | |
| OS+Bit Width=W8A8, Model=VAR-d162026.01 | 230.41 | 4.11 | 12.22 | 79 | |
| OursBit Width=W8A8, Model=VAR-d162026.01 | 230.04 | 4.06 | 12.23 | 79 | |
| SmoothQuantBit Width=W8A8, Model=VAR-d162026.01 | 229.87 | 4.29 | 13.39 | 79 | |
| SVDQuantBit Width=W8A8, Model=VAR-d162026.01 | 229.36 | 4.11 | 12.72 | 78 | |
| SmoothQuantBit Width=W8A8, Model=RAR-XL2026.01 | 229.06 | 3.35 | 8.33 | 74 | |
| OmniQuantBit Width=W8A8, Model=VAR-d162026.01 | 226.92 | 4.19 | 12.49 | 79 | |
| RepQ*Bit Width=W8A8, Model=RAR-XL2026.01 | 212.13 | 4.22 | 8.89 | 71 | |
| RepQ*Bit Width=W8A8, Model=RAR-B2026.01 | 211.64 | 4.37 | 9.7 | 73 | |
| RepQ*Bit Width=W8A8, Model=VAR-d162026.01 | 211.21 | 4.36 | 13.33 | 76 | |
| OursBit Width=W6A6, Model=RAR-B2026.01 | 206.17 | 5.13 | 12.68 | 75 | |
| OursBit Width=W6A6, Model=VAR-d242026.01 | 204.02 | 5.51 | 12.73 | 71 | |
| SVDQuantBit Width=W6A6, Model=RAR-XL2026.01 | 200.8 | 5.41 | 7.75 | 68 | |
| QuaRotBit Width=W6A6, Model=VAR-d242026.01 | 200.58 | 5.9 | 13.68 | 70 | |
| SVDQuantBit Width=W6A6, Model=VAR-d242026.01 | 195.83 | 6.23 | 13.12 | 70 | |
| OS+Bit Width=W6A6, Model=VAR-d242026.01 | 191.61 | 6.54 | 13.4 | 67 | |
| SmoothQuantBit Width=W6A6, Model=VAR-d242026.01 | 178.43 | 7.93 | 12.8 | 65 | |
| SVDQuantBit Width=W8A8, Model=RAR-B2026.01 | 164.69 | 11.94 | 22.09 | 69 | |
| OursBit Width=W6A6, Model=VAR-d162026.01 | 162.85 | 8.34 | 12.63 | 68 | |
| RepQ*Bit Width=W6A6, Model=VAR-d242026.01 | 160.65 | 8.84 | 15.45 | 66 | |
| QuaRotBit Width=W6A6, Model=VAR-d162026.01 | 155.76 | 8.96 | 13.26 | 67 | |
| OmniQuantBit Width=W6A6, Model=RAR-XL2026.01 | 150.35 | 13.31 | 13.23 | 64 | |
| OmniQuantBit Width=W6A6, Model=RAR-B2026.01 | 148.89 | 11.66 | 12.89 | 67 | |
| SVDQuantBit Width=W6A6, Model=VAR-d162026.01 | 130.15 | 12.53 | 15.36 | 60 | |
| OS+Bit Width=W6A6, Model=VAR-d162026.01 | 123.38 | 13.54 | 12.68 | 64 | |
| OmniQuantBit Width=W6A6, Model=VAR-d242026.01 | 115.02 | 18.35 | 23.4 | 61 | |
| RepQ*Bit Width=W6A6, Model=VAR-d162026.01 | 109.97 | 16.3 | 15.57 | 59 | |
| SmoothQuantBit Width=W6A6, Model=VAR-d162026.01 | 101.55 | 18.54 | 17.22 | 57 | |
| OmniQuantBit Width=W6A6, Model=VAR-d162026.01 | 98.27 | 22.19 | 19.44 | 57 | |
| OS+Bit Width=W6A6, Model=RAR-B2026.01 | 57.92 | 40.14 | 24.58 | 45 | |
| QuaRotBit Width=W6A6, Model=RAR-XL2026.01 | 43.32 | 54.4 | 40.4 | 42 | |
| SmoothQuantBit Width=W6A6, Model=RAR-B2026.01 | 31.04 | 63.77 | 42.08 | 36 | |
| SmoothQuantBit Width=W6A6, Model=RAR-XL2026.01 | 30 | 63.7 | 40.84 | 36 | |
| RepQ*Bit Width=W6A6, Model=RAR-XL2026.01 | 22.5 | 77.11 | 44.7 | 30 | |
| OS+Bit Width=W6A6, Model=RAR-XL2026.01 | 19.82 | 84.63 | 54.38 | 30 | |
| RepQ*Bit Width=W6A6, Model=RAR-B2026.01 | 18.96 | 82.31 | 49.57 | 43 | |
| QuaRotBit Width=W6A6, Model=RAR-B2026.01 | 18.86 | 101.6 | 38.43 | 32 | |
| SVDQuantBit Width=W6A6, Model=RAR-B2026.01 | 8.97 | 125.51 | 65.6 | 39 |