# Tumor and Lymph Node Segmentation on New Dataset 1

Source: [Tumor and Lymph Node Segmentation on New Dataset 1](<https://www.sota2.com/research/sota/tumor-and-lymph-node-segmentation-on-new-dataset-1>)

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

Data updated: 2026-02-26T06:07:44.450Z

Evaluation of segmentation performance for both tumor and lymph nodes on the New Dataset 1, reporting Dice scores for each entity and the average Dice score.

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 | Tumor and Lymph Node Segmentation |
| Dataset (including any stated split) | New Dataset 1 |
| Metric | Tumor Dice |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Tumor Dice](<https://www.sota2.com/research/sota/tumor-and-lymph-node-segmentation-on-new-dataset-1.md?metric=Tumor%20Dice>): Higher is better; unit: PERCENT.

- [Lymph Dice](<https://www.sota2.com/research/sota/tumor-and-lymph-node-segmentation-on-new-dataset-1.md?metric=Lymph%20Dice>): Higher is better; unit: PERCENT.

- [Average Dice](<https://www.sota2.com/research/sota/tumor-and-lymph-node-segmentation-on-new-dataset-1.md?metric=Average%20Dice>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Tumor Dice | Result date | Report paper |
| --- | --- | --- | --- |
| PEMMA | 86 | Not recorded | 68fa72fa1e209131cea59b89 |
| Early Fusion | 82 | Not recorded | 68fa72fa1e209131cea59b89 |
| Early Fusion | 81 | Not recorded | 68fa72fa1e209131cea59b89 |
| PEMMA | 81 | Not recorded | 68fa72fa1e209131cea59b89 |
| Late Fusion | 58 | Not recorded | 68fa72fa1e209131cea59b89 |
| Late Fusion | 52 | Not recorded | 68fa72fa1e209131cea59b89 |
| PEMMA | 43 | Not recorded | 68fa72fa1e209131cea59b89 |
| Early Fusion | 42 | Not recorded | 68fa72fa1e209131cea59b89 |
| Late Fusion | 40 | Not recorded | 68fa72fa1e209131cea59b89 |
| Late Fusion | 38 | Not recorded | 68fa72fa1e209131cea59b89 |
| PEMMA | 38 | Not recorded | 68fa72fa1e209131cea59b89 |
| Late Fusion | 36 | Not recorded | 68fa72fa1e209131cea59b89 |
| Early Fusion | 34 | Not recorded | 68fa72fa1e209131cea59b89 |
| PEMMA | 34 | Not recorded | 68fa72fa1e209131cea59b89 |
| PEMMA | 31 | Not recorded | 68fa72fa1e209131cea59b89 |
| Early Fusion | 30 | Not recorded | 68fa72fa1e209131cea59b89 |
| Late Fusion | 23 | Not recorded | 68fa72fa1e209131cea59b89 |
| Early Fusion | 1 | Not recorded | 68fa72fa1e209131cea59b89 |

### PEMMA

Tumor Dice: 86. Result ID: 69928c3b3a6c3148490fb1c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT+PET"}. This record does not assert independent reproduction.

### Early Fusion

Tumor Dice: 82. Result ID: 69928c3b3a6c3148490fb1bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT+PET"}. This record does not assert independent reproduction.

### Early Fusion

Tumor Dice: 81. Result ID: 69928c3b3a6c3148490fb1ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT+PET"}. This record does not assert independent reproduction.

### PEMMA

Tumor Dice: 81. Result ID: 69928c3b3a6c3148490fb1c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT+PET"}. This record does not assert independent reproduction.

### Late Fusion

Tumor Dice: 58. Result ID: 69928c3b3a6c3148490fb1b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT"}. This record does not assert independent reproduction.

### Late Fusion

Tumor Dice: 52. Result ID: 69928c3b3a6c3148490fb1b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT+PET"}. This record does not assert independent reproduction.

### PEMMA

Tumor Dice: 43. Result ID: 69928c3b3a6c3148490fb1c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT"}. This record does not assert independent reproduction.

### Early Fusion

Tumor Dice: 42. Result ID: 69928c3b3a6c3148490fb1bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT"}. This record does not assert independent reproduction.

### Late Fusion

Tumor Dice: 40. Result ID: 69928c3b3a6c3148490fb1b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT+PET"}. This record does not assert independent reproduction.

### Late Fusion

Tumor Dice: 38. Result ID: 69928c3b3a6c3148490fb1b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"PET"}. This record does not assert independent reproduction.

### PEMMA

Tumor Dice: 38. Result ID: 69928c3b3a6c3148490fb1c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT"}. This record does not assert independent reproduction.

### Late Fusion

Tumor Dice: 36. Result ID: 69928c3b3a6c3148490fb1b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT"}. This record does not assert independent reproduction.

### Early Fusion

Tumor Dice: 34. Result ID: 69928c3b3a6c3148490fb1be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT"}. This record does not assert independent reproduction.

### PEMMA

Tumor Dice: 34. Result ID: 69928c3b3a6c3148490fb1c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"PET"}. This record does not assert independent reproduction.

### PEMMA

Tumor Dice: 31. Result ID: 69928c3b3a6c3148490fb1c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"PET"}. This record does not assert independent reproduction.

### Early Fusion

Tumor Dice: 30. Result ID: 69928c3b3a6c3148490fb1bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"PET"}. This record does not assert independent reproduction.

### Late Fusion

Tumor Dice: 23. Result ID: 69928c3b3a6c3148490fb1b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"PET"}. This record does not assert independent reproduction.

### Early Fusion

Tumor Dice: 1. Result ID: 69928c3b3a6c3148490fb1bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72fa1e209131cea59b89.md>)

Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"PET"}. This record does not assert independent reproduction.

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