# Tissue parameter estimation on Bloch-McConnell equation-based digital phantoms

Source: [Tissue parameter estimation on Bloch-McConnell equation-based digital phantoms](<https://www.sota2.com/research/sota/tissue-parameter-estimation-on-bloch-mcconnell-equation-based-digital-phantoms>)

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

Data updated: 2026-02-26T05:49:30.848Z

Evaluation of tissue parameter estimation performance using models derived from the Bloch-McConnell equations on digital phantoms.

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 | Tissue parameter estimation |
| Dataset (including any stated split) | Bloch-McConnell equation-based digital phantoms |
| Metric | MAE (kmw) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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

- [MAE (kmw)](<https://www.sota2.com/research/sota/tissue-parameter-estimation-on-bloch-mcconnell-equation-based-digital-phantoms.md?metric=MAE%20(kmw)>): Lower is better; unit: SCALAR.

- [MAE (Mm0)](<https://www.sota2.com/research/sota/tissue-parameter-estimation-on-bloch-mcconnell-equation-based-digital-phantoms.md?metric=MAE%20(Mm0)>): Lower is better; unit: SCALAR.

- [MAE (Tm2)](<https://www.sota2.com/research/sota/tissue-parameter-estimation-on-bloch-mcconnell-equation-based-digital-phantoms.md?metric=MAE%20(Tm2)>): Lower is better; unit: SCALAR.

- [MAE (Tw1)](<https://www.sota2.com/research/sota/tissue-parameter-estimation-on-bloch-mcconnell-equation-based-digital-phantoms.md?metric=MAE%20(Tw1)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE (kmw) | Result date | Report paper |
| --- | --- | --- | --- |
| FCNN | 10.09 | Not recorded | 68fa42951e209131ce9035ac |
| OTOM | 10.29 | Not recorded | 68fa42951e209131ce9035ac |
| FCNN | 11.18 | Not recorded | 68fa42951e209131ce9035ac |
| OTOM | 11.19 | Not recorded | 68fa42951e209131ce9035ac |
| FCNN | 11.78 | Not recorded | 68fa42951e209131ce9035ac |
| OTOM | 11.84 | Not recorded | 68fa42951e209131ce9035ac |
| Bloch fitting | 12.07 | Not recorded | 68fa42951e209131ce9035ac |
| Bloch fitting | 13.1 | Not recorded | 68fa42951e209131ce9035ac |
| Bloch fitting | 13.7 | Not recorded | 68fa42951e209131ce9035ac |
| OTOM | 13.91 | Not recorded | 68fa42951e209131ce9035ac |
| FCNN | 13.94 | Not recorded | 68fa42951e209131ce9035ac |
| Bloch fitting | 16.1 | Not recorded | 68fa42951e209131ce9035ac |

### FCNN

MAE (kmw): 10.09. Result ID: 698b992b7a967eddb76febae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#40"}. This record does not assert independent reproduction.

### OTOM

MAE (kmw): 10.29. Result ID: 698b992b7a967eddb76febad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#40"}. This record does not assert independent reproduction.

### FCNN

MAE (kmw): 11.18. Result ID: 698b992b7a967eddb76febb1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#30"}. This record does not assert independent reproduction.

### OTOM

MAE (kmw): 11.19. Result ID: 698b992b7a967eddb76febb0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#30"}. This record does not assert independent reproduction.

### FCNN

MAE (kmw): 11.78. Result ID: 698b992b7a967eddb76febb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#20"}. This record does not assert independent reproduction.

### OTOM

MAE (kmw): 11.84. Result ID: 698b992b7a967eddb76febb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#20"}. This record does not assert independent reproduction.

### Bloch fitting

MAE (kmw): 12.07. Result ID: 698b992b7a967eddb76febaf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#40"}. This record does not assert independent reproduction.

### Bloch fitting

MAE (kmw): 13.1. Result ID: 698b992b7a967eddb76febb2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#30"}. This record does not assert independent reproduction.

### Bloch fitting

MAE (kmw): 13.7. Result ID: 698b992b7a967eddb76febb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#20"}. This record does not assert independent reproduction.

### OTOM

MAE (kmw): 13.91. Result ID: 698b992b7a967eddb76febb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#10"}. This record does not assert independent reproduction.

### FCNN

MAE (kmw): 13.94. Result ID: 698b992b7a967eddb76febb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#10"}. This record does not assert independent reproduction.

### Bloch fitting

MAE (kmw): 16.1. Result ID: 698b992b7a967eddb76febb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa42951e209131ce9035ac.md>)

Recorded evaluation configuration: {"Schedule with length":"PR#10"}. This record does not assert independent reproduction.

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