# Tumor and Lymph Node Segmentation on HECKTOR 2022 (train) Source: [Tumor and Lymph Node Segmentation on HECKTOR 2022 (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:44.432Z Evaluation of segmentation performance for both tumor and lymph node structures on the training split of the HECKTOR 2022 dataset, reporting Dice scores for each structure and the average. 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) | HECKTOR 2022 (train) | | 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](): Higher is better; unit: PERCENT. - [Lymph Dice](): Higher is better; unit: PERCENT. - [Average Dice](): Higher is better; unit: PERCENT. ## Recorded results | Method | Tumor Dice | Result date | Report paper | | --- | --- | --- | --- | | PEMMA | 82 | Not recorded | 68fa72fa1e209131cea59b89 | | Early Fusion | 76 | Not recorded | 68fa72fa1e209131cea59b89 | | Early Fusion | 71 | Not recorded | 68fa72fa1e209131cea59b89 | | PEMMA | 70 | Not recorded | 68fa72fa1e209131cea59b89 | | Late Fusion | 69 | Not recorded | 68fa72fa1e209131cea59b89 | | Early Fusion | 68 | Not recorded | 68fa72fa1e209131cea59b89 | | Late Fusion | 67 | Not recorded | 68fa72fa1e209131cea59b89 | | PEMMA | 67 | Not recorded | 68fa72fa1e209131cea59b89 | | Early Fusion | 65 | Not recorded | 68fa72fa1e209131cea59b89 | | PEMMA | 64 | Not recorded | 68fa72fa1e209131cea59b89 | | Late Fusion | 45 | Not recorded | 68fa72fa1e209131cea59b89 | | Late Fusion | 43 | Not recorded | 68fa72fa1e209131cea59b89 | | Early Fusion | 41 | Not recorded | 68fa72fa1e209131cea59b89 | | PEMMA | 41 | Not recorded | 68fa72fa1e209131cea59b89 | | Late Fusion | 37 | Not recorded | 68fa72fa1e209131cea59b89 | | Late Fusion | 32 | Not recorded | 68fa72fa1e209131cea59b89 | | PEMMA | 29 | Not recorded | 68fa72fa1e209131cea59b89 | | Early Fusion | 17 | Not recorded | 68fa72fa1e209131cea59b89 | ### PEMMA Tumor Dice: 82. Result ID: 69928c3b3a6c3148490fb1b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT+PET","Trainable Parameters":"7.41M"}. This record does not assert independent reproduction. ### Early Fusion Tumor Dice: 76. Result ID: 69928c3b3a6c3148490fb1ab. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT+PET","Trainable Parameters":"92.98M"}. This record does not assert independent reproduction. ### Early Fusion Tumor Dice: 71. Result ID: 69928c3b3a6c3148490fb1ac. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT","Trainable Parameters":"92.98M"}. This record does not assert independent reproduction. ### PEMMA Tumor Dice: 70. Result ID: 69928c3b3a6c3148490fb1b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT","Trainable Parameters":"7.41M"}. This record does not assert independent reproduction. ### Late Fusion Tumor Dice: 69. Result ID: 69928c3b3a6c3148490fb1a2. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT+PET","Trainable Parameters":"185.16M"}. This record does not assert independent reproduction. ### Early Fusion Tumor Dice: 68. Result ID: 69928c3b3a6c3148490fb1aa. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"PET","Trainable Parameters":"92.98M"}. This record does not assert independent reproduction. ### Late Fusion Tumor Dice: 67. Result ID: 69928c3b3a6c3148490fb1a5. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT+PET","Trainable Parameters":"185.16M"}. This record does not assert independent reproduction. ### PEMMA Tumor Dice: 67. Result ID: 69928c3b3a6c3148490fb1ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT+PET","Trainable Parameters":"7.41M"}. This record does not assert independent reproduction. ### Early Fusion Tumor Dice: 65. Result ID: 69928c3b3a6c3148490fb1a8. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT+PET","Trainable Parameters":"92.98M"}. This record does not assert independent reproduction. ### PEMMA Tumor Dice: 64. Result ID: 69928c3b3a6c3148490fb1b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"PET","Trainable Parameters":"7.41M"}. This record does not assert independent reproduction. ### Late Fusion Tumor Dice: 45. Result ID: 69928c3b3a6c3148490fb1a6. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"CT","Trainable Parameters":"185.16M"}. This record does not assert independent reproduction. ### Late Fusion Tumor Dice: 43. Result ID: 69928c3b3a6c3148490fb1a4. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"PET","Trainable Parameters":"185.16M"}. This record does not assert independent reproduction. ### Early Fusion Tumor Dice: 41. Result ID: 69928c3b3a6c3148490fb1a9. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT","Trainable Parameters":"92.98M"}. This record does not assert independent reproduction. ### PEMMA Tumor Dice: 41. Result ID: 69928c3b3a6c3148490fb1af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT","Trainable Parameters":"7.41M"}. This record does not assert independent reproduction. ### Late Fusion Tumor Dice: 37. Result ID: 69928c3b3a6c3148490fb1a3. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT+PET","Inference Modalities":"CT","Trainable Parameters":"185.16M"}. This record does not assert independent reproduction. ### Late Fusion Tumor Dice: 32. Result ID: 69928c3b3a6c3148490fb1a7. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"PET","Trainable Parameters":"185.16M"}. This record does not assert independent reproduction. ### PEMMA Tumor Dice: 29. Result ID: 69928c3b3a6c3148490fb1b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"PET","Trainable Parameters":"7.41M"}. This record does not assert independent reproduction. ### Early Fusion Tumor Dice: 17. Result ID: 69928c3b3a6c3148490fb1ad. [Reporting paper]() Recorded evaluation configuration: {"Train Modalities":"CT","Inference Modalities":"PET","Trainable Parameters":"92.98M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.