# Smell Localization on SmellNet-V-Source

Source: [Smell Localization on SmellNet-V-Source](<https://www.sota2.com/research/sota/smell-localization-on-smellnet-v-source>)

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

Data updated: 2026-06-26T09:11:15.037Z

Evaluation of model performance on Smell Localization using the SmellNet-V-Source dataset, measured by mAP and mIoU.

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 | Smell Localization |
| Dataset (including any stated split) | SmellNet-V-Source |
| Metric | mIoU |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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](<https://www.sota2.com/research/sota/smell-localization-on-smellnet-v-source.md?metric=mIoU>): Higher is better; unit: SCALAR.

- [mAP](<https://www.sota2.com/research/sota/smell-localization-on-smellnet-v-source.md?metric=mAP>): Higher is better; unit: SCALAR.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| GT + SAM3† | 0.67 | Not recorded | 6a3e07d1206542251d7cb77e |
| See & Sniff | 0.6456 | Not recorded | 6a3e07d1206542251d7cb77e |
| Ours-Local | 0.6099 | Not recorded | 6a3e07d1206542251d7cb77e |
| GT + SAM3 | 0.5854 | Not recorded | 6a3e07d1206542251d7cb77e |
| DINOv3 Att. Map | 0.5157 | Not recorded | 6a3e07d1206542251d7cb77e |
| Ours-Global | 0.5016 | Not recorded | 6a3e07d1206542251d7cb77e |
| SmellNet + SAM3† | 0.3683 | Not recorded | 6a3e07d1206542251d7cb77e |
| SmellNet + SAM3 | 0.3214 | Not recorded | 6a3e07d1206542251d7cb77e |
| Full circle | 0.2393 | Not recorded | 6a3e07d1206542251d7cb77e |
| Global-CLIP | 0.2073 | Not recorded | 6a3e07d1206542251d7cb77e |
| Full square | 0.2072 | Not recorded | 6a3e07d1206542251d7cb77e |

### GT + SAM3†

mIoU: 0.67. Result ID: 6a3e422dfbc373592c60e6ae.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

[Implementation](<https://github.com/facebookresearch/sam3>)

Recorded evaluation configuration: {"Category":"Cascaded","Protocol":"Ground-truth upper-bound","Category Filtering":"excludes 7 failing categories"}. This record does not assert independent reproduction.

### See & Sniff

mIoU: 0.6456. Result ID: 6a3e422dfbc373592c60e6aa.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

Recorded evaluation configuration: {"Category":"Local alignment"}. This record does not assert independent reproduction.

### Ours-Local

mIoU: 0.6099. Result ID: 6a3e422dfbc373592c60e6a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

Recorded evaluation configuration: {"Category":"Local alignment"}. This record does not assert independent reproduction.

### GT + SAM3

mIoU: 0.5854. Result ID: 6a3e422dfbc373592c60e6ad.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

[Implementation](<https://github.com/facebookresearch/sam3>)

Recorded evaluation configuration: {"Category":"Cascaded","Protocol":"Ground-truth upper-bound"}. This record does not assert independent reproduction.

### DINOv3 Att. Map

mIoU: 0.5157. Result ID: 6a3e422dfbc373592c60e6a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a931e209131cea83fc5.md>)

Recorded evaluation configuration: {"Category":"Visual heatmap"}. This record does not assert independent reproduction.

### Ours-Global

mIoU: 0.5016. Result ID: 6a3e422dfbc373592c60e6a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

Recorded evaluation configuration: {"Category":"Global alignment"}. This record does not assert independent reproduction.

### SmellNet + SAM3†

mIoU: 0.3683. Result ID: 6a3e422dfbc373592c60e6ac.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

Recorded evaluation configuration: {"Category":"Cascaded","Category Filtering":"excludes 7 failing categories"}. This record does not assert independent reproduction.

### SmellNet + SAM3

mIoU: 0.3214. Result ID: 6a3e422dfbc373592c60e6ab.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

Recorded evaluation configuration: {"Category":"Cascaded"}. This record does not assert independent reproduction.

### Full circle

mIoU: 0.2393. Result ID: 6a3e422dfbc373592c60e6a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

Recorded evaluation configuration: {"Category":"Binary mask"}. This record does not assert independent reproduction.

### Global-CLIP

mIoU: 0.2073. Result ID: 6a3e422dfbc373592c60e6a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Category":"Global alignment"}. This record does not assert independent reproduction.

### Full square

mIoU: 0.2072. Result ID: 6a3e422dfbc373592c60e6a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

Recorded evaluation configuration: {"Category":"Binary mask"}. This record does not assert independent reproduction.

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