# RPar

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

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.

- [Image Retrieval on Revisited Paris (RPar) (Hard)](<https://www.sota2.com/research/sota/image-retrieval-on-revisited-paris-rpar-hard.md>): Image Retrieval; Revisited Paris (RPar) (Hard).

- [Image Retrieval on Revisited Paris (RPar) (Medium)](<https://www.sota2.com/research/sota/image-retrieval-on-revisited-paris-rpar-medium.md>): Image Retrieval; Revisited Paris (RPar) (Medium).

- [Noise Multiplier Calculation on DP-SGD Hyperparameter Configurations (train)](<https://www.sota2.com/research/sota/noise-multiplier-calculation-on-dp-sgd-hyperparameter-configurations-train.md>): Noise Multiplier Calculation; DP-SGD Hyperparameter Configurations (train).

- [Image Retrieval on Revisited Paris (RPar) + R1M (Hard)](<https://www.sota2.com/research/sota/image-retrieval-on-revisited-paris-rpar-plus-r1m-hard.md>): Image Retrieval; Revisited Paris (RPar) + R1M (Hard).

- [Image Retrieval on Revisited Paris (RPar) + R1M (Medium)](<https://www.sota2.com/research/sota/image-retrieval-on-revisited-paris-rpar-plus-r1m-medium.md>): Image Retrieval; Revisited Paris (RPar) + R1M (Medium).

- [Image Retrieval on RParis](<https://www.sota2.com/research/sota/image-retrieval-on-rparis.md>): Image Retrieval; RParis.

- [Image Retrieval on RPar+R1M Hard](<https://www.sota2.com/research/sota/image-retrieval-on-rpar-plus-r1m-hard.md>): Image Retrieval; RPar+R1M Hard.

- [Image Retrieval on RPar+R1M Medium](<https://www.sota2.com/research/sota/image-retrieval-on-rpar-plus-r1m-medium.md>): Image Retrieval; RPar+R1M Medium.

- [Image Retrieval on Revisited Paris (RPar) Hard v1](<https://www.sota2.com/research/sota/image-retrieval-on-revisited-paris-rpar-hard-v1.md>): Image Retrieval; Revisited Paris (RPar) Hard v1.

- [Image Retrieval on Revisited Paris (RPar) Medium v1](<https://www.sota2.com/research/sota/image-retrieval-on-revisited-paris-rpar-medium-v1.md>): Image Retrieval; Revisited Paris (RPar) Medium v1.

- [Localization on Carpark long-term (test)](<https://www.sota2.com/research/sota/localization-on-carpark-long-term-test.md>): Localization; Carpark long-term (test).

- [Paraphrase Identification on TwitterPara (test)](<https://www.sota2.com/research/sota/paraphrase-identification-on-twitterpara-test.md>): Paraphrase Identification; TwitterPara (test).

- [Long-text classification on Hyperpartisan news detection (test)](<https://www.sota2.com/research/sota/long-text-classification-on-hyperpartisan-news-detection-test.md>): Long-text classification; Hyperpartisan news detection (test).

- [Text Classification on HyperPartisan](<https://www.sota2.com/research/sota/text-classification-on-hyperpartisan.md>): Text Classification; HyperPartisan.

- [Causal Evaluation on LinearParam DGP1 Simulator Sim1 (synthetic)](<https://www.sota2.com/research/sota/causal-evaluation-on-linearparam-dgp1-simulator-sim1-synthetic.md>): Causal Evaluation; LinearParam DGP1 Simulator Sim1 (synthetic).

- [Time series forecasting on Carparts (Median MAE)](<https://www.sota2.com/research/sota/time-series-forecasting-on-carparts-median-mae.md>): Time series forecasting; Carparts.

- [Time Series Forecasting on Carparts (Mean RMSE)](<https://www.sota2.com/research/sota/time-series-forecasting-on-carparts-mean-rmse.md>): Time Series Forecasting; Carparts.

- [Time Series Forecasting on Carparts (Mean MAE)](<https://www.sota2.com/research/sota/time-series-forecasting-on-carparts-mean-mae.md>): Time Series Forecasting; Carparts.

- [Time Series Forecasting on Carparts (MASE and Runtime)](<https://www.sota2.com/research/sota/time-series-forecasting-on-carparts-mase-and-runtime.md>): Time Series Forecasting; Carparts.

- [Time Series Forecasting on Carparts (Median RMSE)](<https://www.sota2.com/research/sota/time-series-forecasting-on-carparts-median-rmse.md>): Time series forecasting; Carparts.

- [Time Series Forecasting on Carparts](<https://www.sota2.com/research/sota/time-series-forecasting-on-carparts.md>): Time Series Forecasting; Carparts.

- [Personalized Retrieval on RParis Hard](<https://www.sota2.com/research/sota/personalized-retrieval-on-rparis-hard.md>): Personalized Retrieval; RParis Hard.

- [Personalized Retrieval on RParis (Medium)](<https://www.sota2.com/research/sota/personalized-retrieval-on-rparis-medium.md>): Personalized Retrieval; RParis (Medium).

- [Sequential Backward-Compatible Learning on RParis + ROxford + GLDv2 (test)](<https://www.sota2.com/research/sota/sequential-backward-compatible-learning-on-rparis-plus-roxford-plus-gldv2-test.md>): Sequential Backward-Compatible Learning; RParis + ROxford + GLDv2 (test).

- [Image Retrieval on Revisited Paris (RPar) Hard 1.0 (test)](<https://www.sota2.com/research/sota/image-retrieval-on-revisited-paris-rpar-hard-1-0-test.md>): Image Retrieval; Revisited Paris (RPar) Hard 1.0 (test).

- [Image Retrieval on Revisited Paris (RPar) Medium 1.0 (test)](<https://www.sota2.com/research/sota/image-retrieval-on-revisited-paris-rpar-medium-1-0-test.md>): Image Retrieval; Revisited Paris (RPar) Medium 1.0 (test).

- [Image Retrieval on RPar + R1M](<https://www.sota2.com/research/sota/image-retrieval-on-rpar-plus-r1m.md>): Image Retrieval; RPar + R1M.

- [Image Retrieval on RParis + R1M medium hard](<https://www.sota2.com/research/sota/image-retrieval-on-rparis-plus-r1m-medium-hard.md>): Image Retrieval; RParis + R1M medium hard.

- [Image Retrieval on RParis Revisited (medium, hard)](<https://www.sota2.com/research/sota/image-retrieval-on-rparis-revisited-medium-hard.md>): Image Retrieval; RParis Revisited (medium, hard).

- [Hyperparameter Optimization on 108 hyperparameter tuning tasks (summary)](<https://www.sota2.com/research/sota/hyperparameter-optimization-on-108-hyperparameter-tuning-tasks-summary.md>): Hyperparameter Optimization; 108 hyperparameter tuning tasks (summary).

- [Domain-specific Information Retrieval and Paraphrase Identification on Average of AskUbuntu, CQADupStack, TwitterPara, SciDocs (test dev)](<https://www.sota2.com/research/sota/domain-specific-information-retrieval-and-paraphrase-identification-on-average-of-askubuntu-cqadupstack-twitterpara-scidocs-test-dev.md>): Domain-specific Information Retrieval and Paraphrase Identification; Domain-specific tasks (Average of AskUbuntu, CQADupStack, TwitterPara, SciDocs) (test dev).

- [Instance Segmentation on CarPartsIns](<https://www.sota2.com/research/sota/instance-segmentation-on-carpartsins.md>): Instance Segmentation; CarPartsIns.

- [Image Retrieval on Revisited Paris (RParis) (test)](<https://www.sota2.com/research/sota/image-retrieval-on-revisited-paris-rparis-test.md>): Image Retrieval; Revisited Paris (RParis) (test).

- [Bayesian Optimization on CNN hyperparameter tuning](<https://www.sota2.com/research/sota/bayesian-optimization-on-cnn-hyperparameter-tuning.md>): Bayesian Optimization; CNN hyperparameter tuning.

- [Bayesian Optimization on GP-sampled functions sigma=5x10^-3, D=6, known hyperparameters](<https://www.sota2.com/research/sota/bayesian-optimization-on-gp-sampled-functions-sigma-5x10-3-d-6-known-hyperparameters.md>): Bayesian Optimization; GP-sampled functions sigma=5x10^-3, D=6, known hyperparameters.

- [Bayesian Optimization on GP-sampled functions sigma=3x10^-3, D=6, known hyperparameters](<https://www.sota2.com/research/sota/bayesian-optimization-on-gp-sampled-functions-sigma-3x10-3-d-6-known-hyperparameters.md>): Bayesian Optimization; GP-sampled functions sigma=3x10^-3, D=6, known hyperparameters.

- [Bayesian Optimization on GP-sampled functions sigma=5x10^-3, D=2, known hyperparameters](<https://www.sota2.com/research/sota/bayesian-optimization-on-gp-sampled-functions-sigma-5x10-3-d-2-known-hyperparameters.md>): Bayesian Optimization; GP-sampled functions sigma=5x10^-3, D=2, known hyperparameters.

- [Bayesian Optimization on GP-sampled functions sigma=3x10^-3, D=2, known hyperparameters](<https://www.sota2.com/research/sota/bayesian-optimization-on-gp-sampled-functions-sigma-3x10-3-d-2-known-hyperparameters.md>): Bayesian Optimization; GP-sampled functions sigma=3x10^-3, D=2, known hyperparameters.

- [Image-to-image retrieval on 13-Dataset Retrieval Suite (test)](<https://www.sota2.com/research/sota/image-to-image-retrieval-on-13-dataset-retrieval-suite-test.md>): Image-to-image retrieval; 13-Dataset Retrieval Suite (Caltech, CUB, ROxford, RParis, Cars, Pets, Flowers, Aircraft, DTD, EuroSAT, Food101, SUN397, UCF101) (test).

- [Meta-Regression on RPart (meta-test)](<https://www.sota2.com/research/sota/meta-regression-on-rpart-meta-test.md>): Meta-Regression; RPart (meta-test).

- [Meta-Learning on RPart (meta-test)](<https://www.sota2.com/research/sota/meta-learning-on-rpart-meta-test.md>): Meta-Learning; RPart (meta-test).

- [Image Alignment on DH-carpark (train test overlapping)](<https://www.sota2.com/research/sota/image-alignment-on-dh-carpark-train-test-overlapping.md>): Image Alignment; DH-carpark (train test overlapping).

- [Parking Spot Occupancy Classification on PKLot, CNRPark-EXT, and PLds Global](<https://www.sota2.com/research/sota/parking-spot-occupancy-classification-on-pklot-cnrpark-ext-and-plds-global.md>): Parking spot occupancy classification; PKLot, CNRPark-EXT, and PLds Global.

- [Parking spot occupancy classification on CNRPark-EXT](<https://www.sota2.com/research/sota/parking-spot-occupancy-classification-on-cnrpark-ext.md>): Parking spot occupancy classification; CNRPark-EXT.

- [Image Retrieval on rparis6k](<https://www.sota2.com/research/sota/image-retrieval-on-rparis6k.md>): Image Retrieval; rparis6k.

- [Instance Recognition on rparis6k](<https://www.sota2.com/research/sota/instance-recognition-on-rparis6k.md>): Instance Recognition; rparis6k.

- [Emotional Negotiation on CRAD Qwen2.5-3B-Instruct counterparty](<https://www.sota2.com/research/sota/emotional-negotiation-on-crad-qwen2-5-3b-instruct-counterparty.md>): Emotional Negotiation; CRAD Qwen2.5-3B-Instruct counterparty.

- [Emotional Negotiation on CRAD ChatGPT-4o-mini counterparty](<https://www.sota2.com/research/sota/emotional-negotiation-on-crad-chatgpt-4o-mini-counterparty.md>): Emotional Negotiation; CRAD ChatGPT-4o-mini counterparty.

- [Emotional Negotiation on CRAD DeepSeek-V3 counterparty](<https://www.sota2.com/research/sota/emotional-negotiation-on-crad-deepseek-v3-counterparty.md>): Emotional Negotiation; CRAD DeepSeek-V3 counterparty.

- [Continued Pretraining on HyperPartisan (test)](<https://www.sota2.com/research/sota/continued-pretraining-on-hyperpartisan-test.md>): Continued Pretraining; HyperPartisan (test).

- [Text Classification on HyperPartisan (test)](<https://www.sota2.com/research/sota/text-classification-on-hyperpartisan-test.md>): Text Classification; HyperPartisan (test).

- [Text Classification on Hyperpartisan (val)](<https://www.sota2.com/research/sota/text-classification-on-hyperpartisan-val.md>): Text Classification; Hyperpartisan (val).

- [Instance-level search on RParis (test)](<https://www.sota2.com/research/sota/instance-level-search-on-rparis-test.md>): Instance-level search; RParis (test).

- [Robot Navigation on Obstacle Carpark Real-world Deployment (trials)](<https://www.sota2.com/research/sota/robot-navigation-on-obstacle-carpark-real-world-deployment-trials.md>): Robot Navigation; Obstacle Carpark Real-world Deployment (trials).

- [Robot Navigation on Carpark Real-world Deployment (trials)](<https://www.sota2.com/research/sota/robot-navigation-on-carpark-real-world-deployment-trials.md>): Robot Navigation; Carpark Real-world Deployment (trials).

- [Overparameterized Matrix Sensing](<https://www.sota2.com/research/sota/overparameterized-matrix-sensing.md>): Matrix Sensing; Overparameterized Matrix Sensing.

- [Image Retrieval on Revisited Paris (RPar) (test)](<https://www.sota2.com/research/sota/image-retrieval-on-revisited-paris-rpar-test.md>): Image Retrieval; Revisited Paris (RPar) (test).

- [Landmarks retrieval on RParis Hard 30](<https://www.sota2.com/research/sota/landmarks-retrieval-on-rparis-hard-30.md>): Landmarks retrieval; RParis Hard 30.

- [Landmarks retrieval on RParis Medium 30](<https://www.sota2.com/research/sota/landmarks-retrieval-on-rparis-medium-30.md>): Landmarks retrieval; RParis Medium 30.

- [Hyperparameter Optimization on Hyperparameter optimization benchmarks](<https://www.sota2.com/research/sota/hyperparameter-optimization-on-hyperparameter-optimization-benchmarks.md>): hyperparameter optimization; Hyperparameter optimization benchmarks.