# Fast Moving Object Deblurring and Trajectory Estimation on TbD v1 (test)

Source: [Fast Moving Object Deblurring and Trajectory Estimation on TbD v1 (test)](<https://www.sota2.com/research/sota/fast-moving-object-deblurring-and-trajectory-estimation-on-tbd-v1-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:55:30.535Z

Evaluation of model performance on deblurring fast-moving objects and estimating their trajectories using the test split of the TbD v1 dataset. Key metrics include TIoU, PSNR, and SSIM.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Fast Moving Object Deblurring and Trajectory Estimation |
| Dataset (including any stated split) | TbD v1 (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PSNR](<https://www.sota2.com/research/sota/fast-moving-object-deblurring-and-trajectory-estimation-on-tbd-v1-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [TIoU](<https://www.sota2.com/research/sota/fast-moving-object-deblurring-and-trajectory-estimation-on-tbd-v1-test.md?metric=TIoU>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/fast-moving-object-deblurring-and-trajectory-estimation-on-tbd-v1-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| TbD-3D-Oracle | 26.36 | Not recorded | 68fa6b431e209131cea2d138 |
| DeFMO | 25.57 | Not recorded | 68fa6b431e209131cea2d138 |
| TbD-3D | 25.21 | Not recorded | 68fa6b431e209131cea2d138 |
| Input I | 25.06 | Not recorded | 68fa6b431e209131cea2d138 |
| Jin et al. | 24.9 | Not recorded | 68fa6b431e209131cea2d138 |
| Debl.GAN | 24.27 | Not recorded | 68fa6b431e209131cea2d138 |
| TbD | 23.22 | Not recorded | 68fa6b431e209131cea2d138 |
| Input B | 21.48 | Not recorded | 68fa6b431e209131cea2d138 |

### TbD-3D-Oracle

PSNR: 26.36. Result ID: 698e73afffc3901de09db6ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa689e1e209131cea1d202.md>)

Recorded evaluation configuration: {"Trajectory":"Ground Truth Oracle","Runtime":"0.001 fps","Resolution":"240 x 320"}. This record does not assert independent reproduction.

### DeFMO

PSNR: 25.57. Result ID: 698e73afffc3901de09db6b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d138.md>)

[Implementation](<https://github.com/rozumden/DeFMO>)

Recorded evaluation configuration: {"Runtime":"20 fps","Resolution":"240 x 320"}. This record does not assert independent reproduction.

### TbD-3D

PSNR: 25.21. Result ID: 698e73afffc3901de09db6b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa689e1e209131cea1d202.md>)

Recorded evaluation configuration: {"Runtime":"0.001 fps","Resolution":"240 x 320"}. This record does not assert independent reproduction.

### Input I

PSNR: 25.06. Result ID: 698e73afffc3901de09db6b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d138.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Jin et al.

PSNR: 24.9. Result ID: 698e73afffc3901de09db6b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64451e209131cea03a3d.md>)

Recorded evaluation configuration: {"Runtime":"2 fps","Resolution":"240 x 320"}. This record does not assert independent reproduction.

### Debl.GAN

PSNR: 24.27. Result ID: 698e73afffc3901de09db6b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663a1e209131cea0efcf.md>)

[Implementation](<https://github.com/KupynOrest/DeblurGANv2>)

Recorded evaluation configuration: {"Runtime":"10 fps","Resolution":"240 x 320"}. This record does not assert independent reproduction.

### TbD

PSNR: 23.22. Result ID: 698e73afffc3901de09db6b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17cfd.md>)

Recorded evaluation configuration: {"Runtime":"0.01 fps","Resolution":"240 x 320"}. This record does not assert independent reproduction.

### Input B

PSNR: 21.48. Result ID: 698e73afffc3901de09db6b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d138.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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