# Wildfire Pixel Prediction on FireScope-bench OOD 1.0 Source: [Wildfire Pixel Prediction on FireScope-bench OOD 1.0]() Collection index: [llms.txt]() Data updated: 2026-03-09T06:59:19.785Z Evaluation of model performance for pixel-level wildfire prediction using the FireScope-bench OOD 1.0 dataset. Key metrics include ROC AUC and IoU@0.5. 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 | Wildfire Pixel Prediction | | Dataset (including any stated split) | FireScope-bench OOD 1.0 | | Metric | ROC AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [ROC AUC](): Higher is better; unit: SCALAR. - [IoU@0.5](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROC AUC | Result date | Report paper | | --- | --- | --- | --- | | SegFormer | 0.658 | Not recorded | 6923e665d6b0dd334292edda | | U-Net | 0.655 | Not recorded | 6923e665d6b0dd334292edda | | AlphaEarth | 0.653 | Not recorded | 6923e665d6b0dd334292edda | | AlphaEarth | 0.653 | Not recorded | 6923e665d6b0dd334292edda | | U-Net | 0.652 | Not recorded | 6923e665d6b0dd334292edda | | SegFormer | 0.651 | Not recorded | 6923e665d6b0dd334292edda | | SegFormer | 0.642 | Not recorded | 6923e665d6b0dd334292edda | | AlphaEarth | 0.632 | Not recorded | 6923e665d6b0dd334292edda | | AlphaEarth | 0.629 | Not recorded | 6923e665d6b0dd334292edda | | U-Net | 0.587 | Not recorded | 6923e665d6b0dd334292edda | | U-Net | 0.559 | Not recorded | 6923e665d6b0dd334292edda | | SegFormer | 0.518 | Not recorded | 6923e665d6b0dd334292edda | ### SegFormer ROC AUC: 0.658. Result ID: 69ae6f096dbb7075b955fb07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"+ CoT","Encoder":"SegFormer"}. This record does not assert independent reproduction. ### U-Net ROC AUC: 0.655. Result ID: 69ae6f096dbb7075b955fb05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"+ Oracle","Encoder":"U-Net"}. This record does not assert independent reproduction. ### AlphaEarth ROC AUC: 0.653. Result ID: 69ae6f096dbb7075b955fb03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"+ Oracle","Encoder":"AlphaEarth"}. This record does not assert independent reproduction. ### AlphaEarth ROC AUC: 0.653. Result ID: 69ae6f096dbb7075b955fb06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"+ CoT","Encoder":"AlphaEarth"}. This record does not assert independent reproduction. ### U-Net ROC AUC: 0.652. Result ID: 69ae6f0a6dbb7075b955fb08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"+ CoT","Encoder":"U-Net"}. This record does not assert independent reproduction. ### SegFormer ROC AUC: 0.651. Result ID: 69ae6f096dbb7075b955fafe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"Image only","Encoder":"SegFormer"}. This record does not assert independent reproduction. ### SegFormer ROC AUC: 0.642. Result ID: 69ae6f096dbb7075b955fb04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"+ Oracle","Encoder":"SegFormer"}. This record does not assert independent reproduction. ### AlphaEarth ROC AUC: 0.632. Result ID: 69ae6f096dbb7075b955fafd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"Image only","Encoder":"AlphaEarth"}. This record does not assert independent reproduction. ### AlphaEarth ROC AUC: 0.629. Result ID: 69ae6f096dbb7075b955fb00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"+ Climate Data","Encoder":"AlphaEarth"}. This record does not assert independent reproduction. ### U-Net ROC AUC: 0.587. Result ID: 69ae6f096dbb7075b955faff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"Image only","Encoder":"U-Net"}. This record does not assert independent reproduction. ### U-Net ROC AUC: 0.559. Result ID: 69ae6f096dbb7075b955fb02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"+ Climate Data","Encoder":"U-Net"}. This record does not assert independent reproduction. ### SegFormer ROC AUC: 0.518. Result ID: 69ae6f096dbb7075b955fb01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning":"+ Climate Data","Encoder":"SegFormer"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.