Image Reconstruction
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All datasetsImageNetUltra-High Resolution Image Reconstruction BenchmarkEdge-to-HandbagsEdge-to-ShoesAudio SetImageNet 256x256Edge-to-ClothesSpike-X4K
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Taming-VQGAN (16x16) | FID | 3.64 | — | Unverified |
| 2 | VQGAN-LC (16x16) | FID | 2.62 | — | Unverified |
| 3 | MaskGIT-VQGAN (16x16) | FID | 2.28 | — | Unverified |
| 4 | RQ-VAE (8x8x16) | FID | 1.83 | — | Unverified |
| 5 | TiTok-S-128 | FID | 1.71 | — | Unverified |
| 6 | MaskBit (16x16) | FID | 1.66 | — | Unverified |
| 7 | ViT-VQGAN (16x16) | FID | 1.28 | — | Unverified |
| 8 | Open-Magvit2 (16x16) | FID | 1.17 | — | Unverified |
| 9 | Mo-VQGAN (16x16x4) | FID | 1.12 | — | Unverified |
| 10 | IBQ (16x16) | FID | 1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | VAR (16x16) | rFID | 9.85 | — | Unverified |
| 2 | VQGAN (16x16) | rFID | 5.95 | — | Unverified |
| 3 | LlamaGen (16x16) | rFID | 5.59 | — | Unverified |
| 4 | Open-Magvit2 (16x16) | rFID | 4.18 | — | Unverified |
| 5 | MGVQ (16x16x4) | rFID | 1.59 | — | Unverified |
| 6 | SD-VAE (16x16) | rFID | 1.07 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | pix2pix | FID | 96.31 | — | Unverified |
| 2 | bFT | FID | 74.9 | — | Unverified |
| 3 | Xian et al._ | FID | 60.85 | — | Unverified |
| 4 | PI-REC | FID | 0.07 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | pix2pix | FID | 197.49 | — | Unverified |
| 2 | bFT | FID | 121.2 | — | Unverified |
| 3 | Xian et al._ | FID | 44.76 | — | Unverified |
| 4 | PI-REC | FID | 0.02 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Ours (STFT: magnitude, L1l=1) W-Replicate | SSIM | 0.88 | — | Unverified |
| 2 | Ours (STFT: magnitude, L1l=1) WS-Replicate | SSIM | 0.86 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | bFT | FID | 58.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SwinSF | Average PSNR | 39.61 | — | Unverified |