# UNM

Source: [UNM](<https://www.sota2.com/research/dataset/unm>)

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

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.

## Benchmarks

Page 1 of 1. This is an index page, not the full collection.

- [Medical Image Segmentation on RUNMC](<https://www.sota2.com/research/sota/medical-image-segmentation-on-runmc.md>): Medical Image Segmentation; RUNMC.

- [Watermark Detection on C4 Unmodified](<https://www.sota2.com/research/sota/watermark-detection-on-c4-unmodified.md>): Watermark Detection; C4 Unmodified.

- [15-8 Multi-step forecasting on Unmet power](<https://www.sota2.com/research/sota/15-8-multi-step-forecasting-on-unmet-power.md>): 15-8 multi-step forecasting; Unmet power.

- [Multi-step forecasting on Unmet power 15-4 horizon (test)](<https://www.sota2.com/research/sota/multi-step-forecasting-on-unmet-power-15-4-horizon-test.md>): Multi-step forecasting; Unmet power 15-4 horizon (test).

- [Vehicle Dispatch Optimization on Gunma Facility 30 users](<https://www.sota2.com/research/sota/vehicle-dispatch-optimization-on-gunma-facility-30-users.md>): Vehicle Dispatch Optimization; Gunma Facility 30 users.

- [Vehicle Dispatch Optimization on Gunma Facility 20 users](<https://www.sota2.com/research/sota/vehicle-dispatch-optimization-on-gunma-facility-20-users.md>): Vehicle Dispatch Optimization; Gunma Facility 20 users.

- [Text Quality Assessment on Gemma-7B Unmodified Watermarked Text](<https://www.sota2.com/research/sota/text-quality-assessment-on-gemma-7b-unmodified-watermarked-text.md>): Text Quality Assessment; Gemma-7B Unmodified watermarked text quality.

- [Text Watermark Detection on Gemma-7B Unmodified human-authored texts](<https://www.sota2.com/research/sota/text-watermark-detection-on-gemma-7b-unmodified-human-authored-texts.md>): Text Watermark Detection; Gemma-7B Unmodified human-authored texts.

- [Vehicle Dispatch Optimization on Gunma Facility (50 users)](<https://www.sota2.com/research/sota/vehicle-dispatch-optimization-on-gunma-facility-50-users.md>): Vehicle Dispatch Optimization; Gunma Facility (50 users).

- [Voice Conversion on ELHE HE portion (160 unmodified utterances)](<https://www.sota2.com/research/sota/voice-conversion-on-elhe-he-portion-160-unmodified-utterances.md>): Voice Conversion; ELHE HE portion (160 unmodified utterances).

- [Table Row Alignment on INFOSYNC UnMatch (test)](<https://www.sota2.com/research/sota/table-row-alignment-on-infosync-unmatch-test.md>): Table Row Alignment; INFOSYNC UnMatch (test).

- [Multi-hop Reading Comprehension on WikiHop unmasked (dev)](<https://www.sota2.com/research/sota/multi-hop-reading-comprehension-on-wikihop-unmasked-dev.md>): Multi-hop Reading Comprehension; WikiHop unmasked (dev).

- [Power forecasting on Unmet power (test)](<https://www.sota2.com/research/sota/power-forecasting-on-unmet-power-test.md>): Power forecasting; Unmet power (test).

- [One-step Prediction on DDR (Differential-Drive Robot) under unmodeled dynamics](<https://www.sota2.com/research/sota/one-step-prediction-on-ddr-differential-drive-robot-under-unmodeled-dynamics.md>): One-step Prediction; DDR (Differential-Drive Robot) under unmodeled dynamics.

- [Image Classification on unmet-promise (Split 3)](<https://www.sota2.com/research/sota/image-classification-on-unmet-promise-split-3.md>): Image Classification; unmet-promise (Split 3).

- [Image Classification on unmet-promise (Split 2)](<https://www.sota2.com/research/sota/image-classification-on-unmet-promise-split-2.md>): Image Classification; unmet-promise (Split 2).

- [Image Classification on unmet-promise (Split 1)](<https://www.sota2.com/research/sota/image-classification-on-unmet-promise-split-1.md>): Image Classification; unmet-promise (Split 1).

- [Multi-hop Reading Comprehension on WikiHop unmasked (test)](<https://www.sota2.com/research/sota/multi-hop-reading-comprehension-on-wikihop-unmasked-test.md>): Multi-hop Reading Comprehension; WikiHop unmasked (test).

- [Daily PM2.5 Forecasting on D3 (Unmeasured locations)](<https://www.sota2.com/research/sota/daily-pm2-5-forecasting-on-d3-unmeasured-locations.md>): Daily PM2.5 forecasting; D3 (Unmeasured locations).

- [Prostate MRI Segmentation on Prostate MRI RUNMC source domain (train)](<https://www.sota2.com/research/sota/prostate-mri-segmentation-on-prostate-mri-runmc-source-domain-train.md>): Prostate MRI Segmentation; Prostate MRI RUNMC source domain (train).

- [HDR Reconstruction on Real RGB dataset from UnModNet (test)](<https://www.sota2.com/research/sota/hdr-reconstruction-on-real-rgb-dataset-from-unmodnet-test.md>): HDR Reconstruction; Real RGB dataset from UnModNet (test).

- [Prostate Segmentation on RUNMC+UCL OOD](<https://www.sota2.com/research/sota/prostate-segmentation-on-runmc-plus-ucl-ood.md>): Prostate Segmentation; RUNMC+UCL OOD.

- [Scenario Prediction on EID Unmanned boat](<https://www.sota2.com/research/sota/scenario-prediction-on-eid-unmanned-boat.md>): Scenario Prediction; EID Unmanned boat.

- [Worst-slab coverage (WSC) on UNM](<https://www.sota2.com/research/sota/worst-slab-coverage-wsc-on-unm.md>): Worst-slab coverage (WSC); UNM.

- [Marginal Prediction Length on Unemployment (UNM)](<https://www.sota2.com/research/sota/marginal-prediction-length-on-unemployment-unm.md>): Marginal Prediction Length; Unemployment (UNM).

- [Regression on Unemployment (UNM)](<https://www.sota2.com/research/sota/regression-on-unemployment-unm.md>): Regression; Unemployment (UNM).

- [Node Regression on UNM (test)](<https://www.sota2.com/research/sota/node-regression-on-unm-test.md>): Node Regression; UNM (test).

- [HDR Reconstruction on UnModNet sigma=80 noise=80](<https://www.sota2.com/research/sota/hdr-reconstruction-on-unmodnet-sigma-80-noise-80.md>): HDR Reconstruction; UnModNet sigma=80 noise=80.

- [HDR Reconstruction on UnModNet sigma=40 noise=40](<https://www.sota2.com/research/sota/hdr-reconstruction-on-unmodnet-sigma-40-noise-40.md>): HDR Reconstruction; UnModNet sigma=40 noise=40.

- [HDR Reconstruction on UnModNet noise=25 (sigma=25)](<https://www.sota2.com/research/sota/hdr-reconstruction-on-unmodnet-noise-25-sigma-25.md>): HDR Reconstruction; UnModNet noise=25 (sigma=25).

- [HDR Reconstruction on UnModNet noise-free (sigma=0)](<https://www.sota2.com/research/sota/hdr-reconstruction-on-unmodnet-noise-free-sigma-0.md>): HDR Reconstruction; UnModNet noise-free (sigma=0).

- [HDR Reconstruction on Unmodnet (test)](<https://www.sota2.com/research/sota/hdr-reconstruction-on-unmodnet-test.md>): HDR reconstruction; Unmodnet (test).

- [Tract-level racial composition estimation on Florida voters Unmatched](<https://www.sota2.com/research/sota/tract-level-racial-composition-estimation-on-florida-voters-unmatched.md>): Tract-level racial composition estimation; Florida voters Unmatched.

- [Tract-level racial composition estimation on North Carolina voters Unmatched only](<https://www.sota2.com/research/sota/tract-level-racial-composition-estimation-on-north-carolina-voters-unmatched-only.md>): Tract-level racial composition estimation; North Carolina voters Unmatched only.

- [Network Intrusion Detection on UNSW-NB15 (unmodified)](<https://www.sota2.com/research/sota/network-intrusion-detection-on-unsw-nb15-unmodified.md>): Network Intrusion Detection; UNSW-NB15 (unmodified).

- [Object Retrieval & Goal Navigation on Real Data unmapped UO](<https://www.sota2.com/research/sota/object-retrieval-and-goal-navigation-on-real-data-unmapped-uo.md>): Object Retrieval & Goal Navigation; Real Data unmapped UO.

- [Website Fingerprinting on Real-world Walkie-Talkie (Unmonitored)](<https://www.sota2.com/research/sota/website-fingerprinting-on-real-world-walkie-talkie-unmonitored.md>): Website Fingerprinting; Real-world Walkie-Talkie (Unmonitored).

- [Endpoint Anticipation on Unmute framework](<https://www.sota2.com/research/sota/endpoint-anticipation-on-unmute-framework.md>): Endpoint Anticipation; Unmute framework.

- [Segmentation on Prostate RUNMC to BMC domain shift (test)](<https://www.sota2.com/research/sota/segmentation-on-prostate-runmc-to-bmc-domain-shift-test.md>): Segmentation; Prostate RUNMC to BMC domain shift (test).

- [Segmentation on Prostate BMC to RUNMC domain shift (test)](<https://www.sota2.com/research/sota/segmentation-on-prostate-bmc-to-runmc-domain-shift-test.md>): Segmentation; Prostate BMC to RUNMC domain shift (test).

- [Segmentation on Prostate RUNMC (val)](<https://www.sota2.com/research/sota/segmentation-on-prostate-runmc-val.md>): Segmentation; Prostate RUNMC (val).