# Semantic Segmentation on TACO 10 Epochs (test) Source: [Semantic Segmentation on TACO 10 Epochs (test)]() Collection index: [llms.txt]() Data updated: 2026-06-11T08:26:43.088Z Evaluation of Semantic Segmentation performance on the test split of the TACO 10 Epochs dataset, reporting metrics like Mean IoU, Mean Precision, and Mean F1 Pixel Accuracy. 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 | Semantic Segmentation | | Dataset (including any stated split) | TACO 10 Epochs (test) | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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](): Higher is better; unit: PERCENT. - [Mean Precision](): Higher is better; unit: PERCENT. - [Mean F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | Fine-tuned SAM-ViT-H | 61.06 | Not recorded | 6a28f37590966ade919c197b | | Fine-tuned SAM-ViT-L | 52.67 | Not recorded | 6a28f37590966ade919c197b | | Fine-tuned SAM-ViT-B | 50.4 | Not recorded | 6a28f37590966ade919c197b | | SAM-ViT-H | 46.29 | Not recorded | 6a28f37590966ade919c197b | | SAM-ViT-L | 41.33 | Not recorded | 6a28f37590966ade919c197b | | SAM-ViT-B | 40.25 | Not recorded | 6a28f37590966ade919c197b | | DeepLabv3+ | 29.19 | Not recorded | 6a28f37590966ade919c197b | ### Fine-tuned SAM-ViT-H mIoU: 61.06. Result ID: 6a2a7127fbc373592c278595. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H","Fine-tuned":"true","Epochs":"10"}. This record does not assert independent reproduction. ### Fine-tuned SAM-ViT-L mIoU: 52.67. Result ID: 6a2a7127fbc373592c278593. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","Fine-tuned":"true","Epochs":"10"}. This record does not assert independent reproduction. ### Fine-tuned SAM-ViT-B mIoU: 50.4. Result ID: 6a2a7127fbc373592c278591. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Fine-tuned":"true","Epochs":"10"}. This record does not assert independent reproduction. ### SAM-ViT-H mIoU: 46.29. Result ID: 6a2a7127fbc373592c278594. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-H","Fine-tuned":"false","Epochs":"10"}. This record does not assert independent reproduction. ### SAM-ViT-L mIoU: 41.33. Result ID: 6a2a7127fbc373592c278592. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L","Fine-tuned":"false","Epochs":"10"}. This record does not assert independent reproduction. ### SAM-ViT-B mIoU: 40.25. Result ID: 6a2a7127fbc373592c278590. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Fine-tuned":"false","Epochs":"10"}. This record does not assert independent reproduction. ### DeepLabv3+ mIoU: 29.19. Result ID: 6a2a7127fbc373592c27858f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuned":"false","Epochs":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.