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Models/T2Net

T2Net

Reported on 34 benchmarks across 8 tasks · 2 papers · 18 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision16 results

Depth EstimationonDCM
Abs Rel· 2018-08-04
0.351
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
Depth EstimationonDCM
RMSE· 2018-08-04
1.117
best: 0.971 (Bhattacharjee et al.)
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
Depth EstimationonDCM
RMSE log· 2018-08-04
0.415
best: 0.305 (Bhattacharjee et al.)
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
Depth EstimationonDCM
Sq Rel· 2018-08-04
0.416
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
Depth EstimationoneBDtheque
Abs Rel· 2018-08-04
0.491
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
Depth EstimationoneBDtheque
RMSE· 2018-08-04
1.459
best: 1.364 (Bhattacharjee et al.)
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
Depth EstimationoneBDtheque
RMSE log· 2018-08-04
0.777
best: 0.553 (Bhattacharjee et al.)
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
Depth EstimationoneBDtheque
Sq Rel· 2018-08-04
0.555
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
Image Super-ResolutiononIXI
PSNR 2x T2w· 2021-06-12
29.38
best: 40.43 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
Image Super-ResolutiononIXI
PSNR 4x T2w· 2021-06-12
28.66
best: 32.7 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
Image Super-ResolutiononIXI
SSIM 4x T2w· 2021-06-12
0.85
best: 0.9472 (SERAN)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
Image Super-ResolutiononIXI
SSIM for 2x T2w· 2021-06-12
0.872
best: 0.9877 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
3D Object Super-ResolutiononIXI
PSNR 2x T2w· 2021-06-12
29.38
best: 40.43 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
3D Object Super-ResolutiononIXI
PSNR 4x T2w· 2021-06-12
28.66
best: 32.7 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
3D Object Super-ResolutiononIXI
SSIM 4x T2w· 2021-06-12
0.85
best: 0.9472 (SERAN)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
3D Object Super-ResolutiononIXI
SSIM for 2x T2w· 2021-06-12
0.872
best: 0.9877 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742

Methodology13 results

Domain Adaptationonvirtual KITTI to KITTI (MDE)
RMSE · 2018-08-04
4.674
best: 4.449 (CoReg)
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
3DonDCM
Abs Rel· 2018-08-04
0.351
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
3DonDCM
RMSE· 2018-08-04
1.117
best: 0.971 (Bhattacharjee et al.)
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
3DonDCM
RMSE log· 2018-08-04
0.415
best: 0.305 (Bhattacharjee et al.)
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
3DonDCM
Sq Rel· 2018-08-04
0.416
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
3DoneBDtheque
Abs Rel· 2018-08-04
0.491
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
3DoneBDtheque
RMSE· 2018-08-04
1.459
best: 1.364 (Bhattacharjee et al.)
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
3DoneBDtheque
RMSE log· 2018-08-04
0.777
best: 0.553 (Bhattacharjee et al.)
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
3DoneBDtheque
Sq Rel· 2018-08-04
0.555
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454
16konIXI
PSNR 2x T2w· 2021-06-12
29.38
best: 40.43 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
16konIXI
PSNR 4x T2w· 2021-06-12
28.66
best: 32.7 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
16konIXI
SSIM 4x T2w· 2021-06-12
0.85
best: 0.9472 (SERAN)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
16konIXI
SSIM for 2x T2w· 2021-06-12
0.872
best: 0.9877 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742

Graphs4 results

Super-ResolutiononIXI
PSNR 2x T2w· 2021-06-12
29.38
best: 40.43 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
Super-ResolutiononIXI
PSNR 4x T2w· 2021-06-12
28.66
best: 32.7 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
Super-ResolutiononIXI
SSIM 4x T2w· 2021-06-12
0.85
best: 0.9472 (SERAN)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742
Super-ResolutiononIXI
SSIM for 2x T2w· 2021-06-12
0.872
best: 0.9877 (EDSR+MMHCA)
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution arXiv:2106.06742

Other1 result

Unsupervised Domain Adaptationonvirtual KITTI to KITTI (MDE)
RMSE · 2018-08-04
4.674
best: 4.449 (CoReg)
SOTA
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks arXiv:1808.01454