task_path stringlengths 3 199 ⌀ | dataset stringlengths 1 128 ⌀ | model_name stringlengths 1 223 ⌀ | paper_url stringlengths 21 601 ⌀ | metric_name stringlengths 1 50 ⌀ | metric_value stringlengths 1 9.22k ⌀ |
|---|---|---|---|---|---|
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation | SynLiDAR-to-SemanticPOSS | TTYD | https://arxiv.org/abs/2409.04409v1 | mIoU | 39.1 |
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation | nuScenes-to-SemanticKITTI | TTYD | https://arxiv.org/abs/2409.04409v1 | mIoU | 45.4 |
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation | nuScenes-to-Pandaset | TTYD | https://arxiv.org/abs/2409.04409v1 | mIoU | 65.7 |
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation | SynLiDAR-to-SemanticKITTI | TTYD | https://arxiv.org/abs/2409.04409v1 | mIoU | 32.4 |
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation | nuScenes-to-SemanticPOSS | TTYD | https://arxiv.org/abs/2409.04409v1 | mIoU | 64.5 |
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation | nuScenes-to-Waymo Open Dataset | TTYD | https://arxiv.org/abs/2409.04409v1 | mIoU | 55.5 |
Audio Super-Resolution | Piano | U-Net + AFiLM | https://arxiv.org/abs/2108.11637v1 | Log-Spectral Distance | 1.5 |
Audio Super-Resolution | Piano | U-Net + TFiLM | https://arxiv.org/abs/1909.06628v3 | Log-Spectral Distance | 2 |
Audio Super-Resolution | Piano | U-Net | http://arxiv.org/abs/1708.00853v1 | Log-Spectral Distance | 3.4 |
Audio Super-Resolution | DSD100 | U-Net and ResNet | https://arxiv.org/abs/2011.07274v2 | SNR | 35.26 |
Audio Super-Resolution | VCTK Multi-Speaker | CMGAN | https://arxiv.org/abs/2209.11112v3 | Log-Spectral Distance | 0.76 |
Audio Super-Resolution | VCTK Multi-Speaker | NVSR | https://arxiv.org/abs/2203.14941v1 | Log-Spectral Distance | 0.78 |
Audio Super-Resolution | VCTK Multi-Speaker | TUNet + MSM pre-training | https://arxiv.org/abs/2110.13492v5 | Log-Spectral Distance | 1.28 |
Audio Super-Resolution | VCTK Multi-Speaker | TUNet | https://arxiv.org/abs/2110.13492v5 | Log-Spectral Distance | 1.36 |
Audio Super-Resolution | VCTK Multi-Speaker | U-Net + AFiLM | https://arxiv.org/abs/2108.11637v1 | Log-Spectral Distance | 1.7 |
Audio Super-Resolution | VCTK Multi-Speaker | U-Net + TFiLM | http://papers.nips.cc/paper/9217-temporal-film-capturing-long-range-sequence-dependencies-with-feature-wise-modulations | Log-Spectral Distance | 1.8 |
Audio Super-Resolution | VCTK Multi-Speaker | U-Net | http://arxiv.org/abs/1708.00853v1 | Log-Spectral Distance | 3.1 |
Audio Super-Resolution | Voice Bank corpus (VCTK) | U-Net + AFiLM | https://arxiv.org/abs/2108.11637v1 | Log-Spectral Distance | 2.3 |
Audio Super-Resolution | Voice Bank corpus (VCTK) | U-Net + TFiLM | https://arxiv.org/abs/1909.06628v3 | Log-Spectral Distance | 2.5 |
Audio Super-Resolution | Voice Bank corpus (VCTK) | U-Net | http://arxiv.org/abs/1708.00853v1 | Log-Spectral Distance | 3.2 |
Li-ion State of Health Estimation | NASA Li-ion Dataset | SambaMixer | https://arxiv.org/abs/2411.00233v1 | mean absolute error | 1.072 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | Random chemical generation | https://arxiv.org/abs/2410.23326v3 | Top-1 MCES | 28.59 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | Random chemical generation | https://arxiv.org/abs/2410.23326v3 | Top-1 Accuracy | 0.00 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | Random chemical generation | https://arxiv.org/abs/2410.23326v3 | Top-1 Tanimoto | 0.07 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | Random chemical generation | https://arxiv.org/abs/2410.23326v3 | Top-10 Accuracy | 0.00 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | Random chemical generation | https://arxiv.org/abs/2410.23326v3 | Top-10 MCES | 25.72 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | Random chemical generation | https://arxiv.org/abs/2410.23326v3 | Top-10 Tanimoto | 0.10 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SELFIES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-1 MCES | 33.28 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SELFIES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-1 Accuracy | 0.00 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SELFIES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-1 Tanimoto | 0.10 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SELFIES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-10 Accuracy | 0.00 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SELFIES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-10 MCES | 21.84 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SELFIES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-10 Tanimoto | 0.15 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SMILES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-1 MCES | 53.80 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SMILES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-1 Accuracy | 0.00 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SMILES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-1 Tanimoto | 0.07 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SMILES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-10 Accuracy | 0.00 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SMILES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-10 MCES | 21.97 |
De novo molecule generation from MS/MS spectrum | MassSpecGym | SMILES Transformer | https://arxiv.org/abs/2410.23326v3 | Top-10 Tanimoto | 0.17 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | JESTR_NR | https://arxiv.org/abs/2411.14464v3 | Hit rate @ 1 | 15.62 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | JESTR_NR | https://arxiv.org/abs/2411.14464v3 | Hit rate @ 5 | 37.47 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | JESTR_NR | https://arxiv.org/abs/2411.14464v3 | Hit rate @ 20 | 60.55 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | JESTR | https://arxiv.org/abs/2411.14464v3 | Hit rate @ 1 | 15.13 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | JESTR | https://arxiv.org/abs/2411.14464v3 | Hit rate @ 5 | 36.75 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | JESTR | https://arxiv.org/abs/2411.14464v3 | Hit rate @ 20 | 60.32 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | MIST | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 1 | 14.64 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | MIST | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 5 | 34.87 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | MIST | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 20 | 59.15 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | MIST | https://arxiv.org/abs/2410.23326v3 | MCES @ 1 | 15.37 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | ESP | https://arxiv.org/abs/2411.14464v3 | Hit rate @ 1 | 10.71 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | ESP | https://arxiv.org/abs/2411.14464v3 | Hit rate @ 5 | 24.84 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | ESP | https://arxiv.org/abs/2411.14464v3 | Hit rate @ 20 | 42.66 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | DeepSets + Fourier features | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 1 | 5.24 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | DeepSets + Fourier features | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 5 | 12.58 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | DeepSets + Fourier features | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 20 | 28.21 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | DeepSets + Fourier features | https://arxiv.org/abs/2410.23326v3 | MCES @ 1 | 22.13 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | Fingerprint FFN | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 1 | 2.54 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | Fingerprint FFN | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 5 | 7.59 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | Fingerprint FFN | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 20 | 20.00 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | Fingerprint FFN | https://arxiv.org/abs/2410.23326v3 | MCES @ 1 | 24.66 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | DeepSets | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 1 | 1.47 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | DeepSets | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 5 | 6.21 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | DeepSets | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 20 | 19.23 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | DeepSets | https://arxiv.org/abs/2410.23326v3 | MCES @ 1 | 25.11 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | Random | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 1 | 0.37 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | Random | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 5 | 2.01 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | Random | https://arxiv.org/abs/2410.23326v3 | Hit rate @ 20 | 8.22 |
Molecule retrieval from MS/MS spectrum | MassSpecGym | Random | https://arxiv.org/abs/2410.23326v3 | MCES @ 1 | 30.81 |
MS/MS spectrum simulation | MassSpecGym | FraGNNet | https://arxiv.org/abs/2410.23326v3 | Cosine Similarity | 0.52 |
MS/MS spectrum simulation | MassSpecGym | FraGNNet | https://arxiv.org/abs/2410.23326v3 | Jensen-Shannon Similarity | 0.47 |
MS/MS spectrum simulation | MassSpecGym | FraGNNet | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 1 | 46.64 |
MS/MS spectrum simulation | MassSpecGym | FraGNNet | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 5 | 72.56 |
MS/MS spectrum simulation | MassSpecGym | FraGNNet | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 20 | 83.58 |
MS/MS spectrum simulation | MassSpecGym | FFN Fingerprint | https://arxiv.org/abs/2410.23326v3 | Cosine Similarity | 0.25 |
MS/MS spectrum simulation | MassSpecGym | FFN Fingerprint | https://arxiv.org/abs/2410.23326v3 | Jensen-Shannon Similarity | 0.24 |
MS/MS spectrum simulation | MassSpecGym | FFN Fingerprint | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 1 | 8.44 |
MS/MS spectrum simulation | MassSpecGym | FFN Fingerprint | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 5 | 21.43 |
MS/MS spectrum simulation | MassSpecGym | FFN Fingerprint | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 20 | 38.57 |
MS/MS spectrum simulation | MassSpecGym | GNN | https://arxiv.org/abs/2410.23326v3 | Cosine Similarity | 0.19 |
MS/MS spectrum simulation | MassSpecGym | GNN | https://arxiv.org/abs/2410.23326v3 | Jensen-Shannon Similarity | 0.20 |
MS/MS spectrum simulation | MassSpecGym | GNN | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 1 | 3.95 |
MS/MS spectrum simulation | MassSpecGym | GNN | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 5 | 11.92 |
MS/MS spectrum simulation | MassSpecGym | GNN | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 20 | 26.27 |
MS/MS spectrum simulation | MassSpecGym | Precursor m/z | https://arxiv.org/abs/2410.23326v3 | Cosine Similarity | 0.15 |
MS/MS spectrum simulation | MassSpecGym | Precursor m/z | https://arxiv.org/abs/2410.23326v3 | Jensen-Shannon Similarity | 0.15 |
MS/MS spectrum simulation | MassSpecGym | Precursor m/z | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 1 | 0.38 |
MS/MS spectrum simulation | MassSpecGym | Precursor m/z | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 5 | 1.72 |
MS/MS spectrum simulation | MassSpecGym | Precursor m/z | https://arxiv.org/abs/2410.23326v3 | Hit Rate @ 20 | 7.17 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | DiffMS | https://arxiv.org/abs/2502.09571v2 | Top-1 Accuracy | 2.3 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | DiffMS | https://arxiv.org/abs/2502.09571v2 | Top-1 MCES | 18.45 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | DiffMS | https://arxiv.org/abs/2502.09571v2 | Top-1 Tanimoto | 0.28 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | DiffMS | https://arxiv.org/abs/2502.09571v2 | Top-10 Accuracy | 4.25 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | DiffMS | https://arxiv.org/abs/2502.09571v2 | Top-10 MCES | 14.73 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | DiffMS | https://arxiv.org/abs/2502.09571v2 | Top-10 Tanimoto | 0.39 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | Madgen | https://arxiv.org/abs/2501.01950v3 | Top-1 Accuracy | 1.31 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | Madgen | https://arxiv.org/abs/2501.01950v3 | Top-1 MCES | 27.47 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | Madgen | https://arxiv.org/abs/2501.01950v3 | Top-1 Tanimoto | 0.20 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | Madgen | https://arxiv.org/abs/2501.01950v3 | Top-10 Accuracy | 1.54 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | Madgen | https://arxiv.org/abs/2501.01950v3 | Top-10 MCES | 16.84 |
De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | MassSpecGym | Madgen | https://arxiv.org/abs/2501.01950v3 | Top-10 Tanimoto | 0.26 |
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