# Continual Semantic Segmentation on Natural-JASCL BDD, IDD

Source: [Continual Semantic Segmentation on Natural-JASCL BDD, IDD](<https://www.sota2.com/research/sota/continual-semantic-segmentation-on-natural-jascl-bdd-idd>)

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

Data updated: 2026-05-21T11:04:56.118Z

Evaluation of Continual Semantic Segmentation performance across multiple learning sessions (e.g., Session 0, 1, 2) using datasets related to BDD and IDD.

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 | Continual Semantic Segmentation |
| Dataset (including any stated split) | Natural-JASCL BDD, IDD |
| Metric | mIoU (Session 0) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [mIoU (Session 0)](<https://www.sota2.com/research/sota/continual-semantic-segmentation-on-natural-jascl-bdd-idd.md?metric=mIoU%20(Session%200)>): Higher is better; unit: PERCENT.

- [mIoU (Session 1)](<https://www.sota2.com/research/sota/continual-semantic-segmentation-on-natural-jascl-bdd-idd.md?metric=mIoU%20(Session%201)>): Higher is better; unit: PERCENT.

- [mIoU (Session 2)](<https://www.sota2.com/research/sota/continual-semantic-segmentation-on-natural-jascl-bdd-idd.md?metric=mIoU%20(Session%202)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU (Session 0) | Result date | Report paper |
| --- | --- | --- | --- |
| SAM Vanilla | 66 | Not recorded | 6a0e919df984739ed6738b94 |
| JASCL | 66 | Not recorded | 6a0e919df984739ed6738b94 |
| MDIL | 48.54 | Not recorded | 6a0e919df984739ed6738b94 |
| DeepLab Vanilla | 47.76 | Not recorded | 6a0e919df984739ed6738b94 |
| GAPS | 47.76 | Not recorded | 6a0e919df984739ed6738b94 |
| MiB | 47.76 | Not recorded | 6a0e919df984739ed6738b94 |

### SAM Vanilla

mIoU (Session 0): 66. Result ID: 6a0ee5a2fbc373592c06f83a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e919df984739ed6738b94.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73861e209131cea5cf22.md>)

Recorded evaluation configuration: {"Configuration":"Vanilla"}. This record does not assert independent reproduction.

### JASCL

mIoU (Session 0): 66. Result ID: 6a0ee5a2fbc373592c06f83b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e919df984739ed6738b94.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e919df984739ed6738b94.md>)

Recorded evaluation configuration: {"Backbone":"SAM"}. This record does not assert independent reproduction.

### MDIL

mIoU (Session 0): 48.54. Result ID: 6a0ee5a2fbc373592c06f839.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e919df984739ed6738b94.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b1a1e209131cea2c341.md>)

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

### DeepLab Vanilla

mIoU (Session 0): 47.76. Result ID: 6a0ee5a2fbc373592c06f836.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e919df984739ed6738b94.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b91e209131cea06121.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/deeplab>)

Recorded evaluation configuration: {"Configuration":"Vanilla"}. This record does not assert independent reproduction.

### GAPS

mIoU (Session 0): 47.76. Result ID: 6a0ee5a2fbc373592c06f837.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e919df984739ed6738b94.md>)

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

### MiB

mIoU (Session 0): 47.76. Result ID: 6a0ee5a2fbc373592c06f838.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e919df984739ed6738b94.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea1516c.md>)

[Implementation](<https://github.com/fcdl94/MiB>)

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

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