# URO Source: [URO]() Collection index: [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 10. This is an index page, not the full collection. - [Next index page](): Follow this link to discover more pages. - [Image Classification on EuroSAT](): Image Classification; EuroSAT. - [Image Classification on EuroSAT (Accuracy)](): Image Classification; EuroSAT. - [Image Classification on EuroSAT (test)](): Image Classification; EuroSAT (test). - [Image Classification on Vision Multi-task Suite (SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD)](): Image Classification; Vision Multi-task Suite (SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD). - [Fine-grained classification on EuroSAT](): Fine-grained classification; EuroSAT. - [Image Classification on SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD (test)](): Image Classification; SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD (test). - [Image Classification on 11 Downstream Datasets (ImageNet, Flowers102, DTD, OxfordPets, StanfordCars, UCF101, Caltech101, Food101, SUN397, FGVC-Aircraft, EuroSAT) (test)](): Image Classification; 11 Downstream Classification Datasets (ImageNet, Flowers102, DTD, OxfordPets, StanfordCars, UCF101, Caltech101, Food101, SUN397, FGVC-Aircraft, EuroSAT) standard (test). - [Few-shot Classification on EuroSAT](): Few-shot classification; EuroSAT. - [Image Classification on EuroSAT (Base Accuracy, Novel Accuracy, HM)](): Image Classification; EuroSAT. - [Image Classification Base-to-Novel Generalization on 11 Datasets Average](): Image Classification; Average of 11 datasets (ImageNet, Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101) Base-to-Novel Generalization. - [Image Classification on EuroSAT (Top-1 Accuracy and Delta)](): Image Classification; EuroSAT. - [Image Classification on 8 Vision Benchmarks (SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD)](): Visual Classification; 8 Vision Tasks (SUN397, Stanford Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD). - [Image Classification on EuroSAT Base-to-New](): Image Classification; EuroSAT Base-to-New. - [5-way 1-shot Classification on CD-FSL Subset (test)](): 5-way 1-shot Classification; CD-FSL ISIC, EuroSAT, CropDisease, ChestX (test). - [Speech Translation Metric Evaluation on Europarl-ST (test)](): Speech Translation Metric Evaluation; Europarl-ST (test). - [Classification on EuroSAT (accuracy metric)](): Classification; EuroSAT. - [5-way 5-shot Classification on CD-FSL Subset (ISIC, EuroSAT, CropDisease, ChestX) (test)](): 5-way 5-shot Classification; CD-FSL (ISIC, EuroSAT, CropDisease, ChestX) (test). - [Base-to-Novel Generalization on EuroSAT](): Base-to-Novel Generalization; EuroSAT. - [Speech Translation Evaluation Correlation on Europarl-ST](): Speech Translation Evaluation Correlation; Europarl-ST. - [Federated Few-shot Image Classification on CIFAR10, CIFAR100, EuroSAT, Tiny-ImageNet, OxfordPet, Flower102, Caltech101, Caltech256, Food101 Local classes](): Federated Few-shot Image Classification; CIFAR10, CIFAR100, EuroSAT, Tiny-ImageNet, OxfordPet, Flower102, Caltech101, Caltech256, Food101 Local classes. - [Visual-Inertial Odometry on EuRoC (All sequences)](): Visual-Inertial Odometry; EuRoC (All sequences). - [Few-shot Image Classification on 11 CLIP Target Datasets](): Few-shot Image Classification; 11 datasets average CLIP-based (ImageNet, Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101). - [Image Classification on 10 Fine-Grained Recognition Datasets (test)](): Image Classification; 10 fine-grained recognition datasets (Aircraft, Caltech, Cars, DTD, EuroSAT, Flower, Food101, Pets, SUN397, UCF101) (test). - [Image Classification on EUROSAT (Accuracy %)](): Image Classification; EUROSAT. - [Visual SLAM on EuRoC (All Sequences)](): Visual SLAM; EuRoC (All Sequences). - [Spike Sequence Classification on NeuroMorse](): Spike Sequence Classification; NeuroMorse. - [Image Classification on EuroSAT (Top-1 Clean Accuracy, Top-1 Robust Accuracy)](): Image Classification; EuroSAT. - [Image Classification on ImageNet to 10 Target Datasets (test)](): Image Classification; ImageNet to 10 Target Datasets (Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101) (test). - [5-way Classification on EuroSat (K-shot evaluation)](): 5-way Classification; EuroSat. - [Tracking on Strided EuRoC](): Tracking; Strided EuRoC. - [Error Detection on EuroSAT](): Error Detection; EuroSAT. - [Satellite Image Classification on EuroSAT](): Satellite Image Classification; EuroSAT. - [VIO Initialization on EuRoC (All sequences)](): VIO Initialization; EuRoC (All sequences). - [Image Classification on ImageNet and 10 Target Datasets (1-shot)](): Image Classification; ImageNet, Caltech101, DTD, EuroSAT, FGVCAircraft, Food101, OxfordFlowers, OxfordPets, StanfordCars, SUN397, UCF101 1-shot. - [Image Classification on EuroSAT (HM, Accuracy)](): Image Classification; EuroSAT. - [Land-cover classification on EuroSAT](): Land-cover classification; EuroSAT. - [Image Classification on 11 Downstream Datasets (ImageNet, SUN397, FGVC Aircraft, EuroSAT, Stanford Cars, Food-101, Oxford-IIIT Pets, Oxford Flowers 102, Caltech101, DTD, UCF101)](): Image Classification; 11 Classification Datasets (ImageNet, SUN397, FGVC Aircraft, EuroSAT, Stanford Cars, Food-101, Oxford-IIIT Pets, Oxford Flowers 102, Caltech101, DTD, UCF101). - [Task Addition on 8 classification datasets (Cars, DTD, EuroSAT, GTSRB, MNIST, RESISC45, SUN397, SVHN) (test)](): Task Addition; 8 classification datasets (Cars, DTD, EuroSAT, GTSRB, MNIST, RESISC45, SUN397, SVHN) (test). - [Binary Classification on Neuropeptide (NeuroPID)](): Binary classification; Neuropeptide (NeuroPID). - [Utterance Analysis on Toronto NeuroFace Only Audio (test)](): Utterance Analysis; Toronto NeuroFace Only Audio (test). - [Utterance Analysis on Toronto NeuroFace Only Video (test)](): Utterance Analysis; Toronto NeuroFace Only Video (test). - [Utterance Analysis on Toronto NeuroFace (Speech Videos) (test)](): Utterance Analysis; Toronto NeuroFace (Speech Videos) (test). - [Non-speech video assessment on Toronto NeuroFace non-speech videos (test)](): Non-speech video assessment; Toronto NeuroFace non-speech videos (test). - [Image Classification on 9-Dataset Aggregate (CIFAR10, CIFAR100, EuroSAT, OxfordPet, Flowers102, Food101, SUN397, DTD, Caltech101)](): Image Classification; Aggregate of 9 benchmarks (CIFAR10, CIFAR100, EuroSAT, OxfordPet, Flowers102, Food101, SUN397, DTD, Caltech101) Full-data. - [Few-shot Image Classification on 9 Benchmark Aggregate (CIFAR10, EuroSAT, OxfordPet, Flowers102, Food101, SUN397, DTD, Caltech101)](): Image Classification; Aggregate of 9 benchmarks (CIFAR10, CIFAR100, EuroSAT, OxfordPet, Flowers102, Food101, SUN397, DTD, Caltech101) Few-shot. - [Image Classification on SUN397, Cars, EuroSAT, GTSRB, MNIST, DTD (test)](): Image Classification; SUN397, Cars, EuroSAT, GTSRB, MNIST, DTD Seen Tasks (test). - [Reading Comprehension on Belebele 28 European languages](): Reading Comprehension; Belebele 28 European languages. - [Multi-Task Incremental Learning on MTIL Suite (11 Datasets)](): Multi-Task Incremental Learning; MTIL Aircraft, Caltech101, CIFAR100, DTD, EuroSAT, Flowers, Food, MNIST, OxfordPet, Cars, SUN397. - [Image Classification on EuroSAT few-shot](): Image Classification; EuroSAT few-shot. - [Image Classification on StanfordCars, DTD, EuroSAT, GTSRB, RESISC45, SUN397, SVHN](): Image Classification; StanfordCars, DTD, EuroSAT, GTSRB, RESISC45, SUN397, SVHN. - [IMU-based state estimation on EuRoC MAV](): IMU-based state estimation; EuRoC MAV. - [Image-to-image retrieval on EuroSAT](): Image-to-image retrieval; EuroSAT. - [SAE Activation on Neuronpedia SAE features entropy 3-9](): SAE Activation; Neuronpedia SAE features entropy 3-9. - [5-way Classification on EuroSAT (test)](): 5-way classification; EuroSAT (test). - [5-way 5-shot Few-Shot Classification on BSCD-FSL Suite 1.0 (test)](): 5-way 5-shot Few-Shot Classification; BSCD-FSL Suite (ChestX, ISIC, EuroSAT, CropDisease, CUB, Cars, Places, Plantae) 1.0 (test). - [Image Classification on 8-Vision benchmark (EuroSAT, GTSRB, SVHN, RESISC45, DTD, Cars, MNIST, SUN397) (test)](): Image Classification; 8-Vision benchmark (EuroSAT, GTSRB, SVHN, RESISC45, DTD, Cars, MNIST, SUN397) (test). - [Fine-grained classification on EuroSAT (novel classes)](): Fine-grained classification; EuroSAT (novel classes). - [5-way 1-shot Few-Shot Classification on BSCD-FSL Suite 1.0 (test)](): 5-way 1-shot Few-Shot Classification; BSCD-FSL Suite (ChestX, ISIC, EuroSAT, CropDisease, CUB, Cars, Places, Plantae) 1.0 (test). - [Fine-grained classification on EuroSAT base classes](): Fine-grained classification; EuroSAT base classes. - [Cross-domain few-shot classification on EuroSAT](): Cross-domain few-shot classification; EuroSAT. - [Image Classification on 11-Dataset Suite + ImageNet (Few-shot CLIP RN50)](): Image Classification; Classification Suite (OxfordPets, EuroSAT, Caltech101, DTD, FGVCAircraft, Flowers102, UCF101, Food101, SUN397, StanfordCars, Imagenet) Few-shot CLIP RN50 pre-trained (test). - [Classification on EuroSAT (Top-1 Accuracy)](): Classification; EuroSAT. - [Image Classification on EuroSAT (Accuracy and ECE)](): Image Classification; EuroSAT. - [Brain Disorder Classification on Neurocon](): Brain disorder classification; Neurocon. - [Medical Calculation and Tool Use on MedMCP-Calc Neurology & Psychiatry](): Medical Calculation and Tool Use; MedMCP-Calc Neurology & Psychiatry. - [5-way Few-Shot Image Classification on BSCD-FSL Subset (ISIC, EuroSAT, CropDiseases, ChestX)](): 5-way Few-Shot Image Classification; BSCD-FSL ISIC2018, EuroSAT, CropDiseases, ChestX. - [Pathological speech intelligibility assessment on NeuroVoz Sentence](): Pathological speech intelligibility assessment; NeuroVoz Sentence. - [Air Quality Forecasting on Europe regional air quality](): Air Quality Forecasting; Europe regional air quality. - [Spatial-temporal calibration on EuRoC](): Spatial-temporal calibration; EuRoC. - [Binary decision task on EVS Europe (test)](): Binary decision task; EVS Europe (test). - [Classification on EuroSAT (test)](): Classification; EuroSAT (test). - [Node Classification on Europe](): Node-level classification; Europe. - [Image Classification on EuroSAT (Standard Accuracy)](): Image Classification; EuroSAT. - [Image Classification on EuroSAT (Base, New, HM metrics)](): Image Classification; EuroSAT. - [Image Classification on Cross-domain Few-Shot Learning Suite (CUB, Cars, Places, Plantae, EuroSAT, CropDisease) (test)](): Image Classification; Cross-domain Few-Shot Learning Suite (CUB, Cars, Places, Plantae, EuroSAT, CropDisease) (test). - [Node Classification on Deezer Europe (50% 25% 25% random)](): Node Classification; Deezer Europe (50% 25% 25% random). - [Multi-domain Task-Incremental Learning on MTIL Suite (5-shot, test)](): Multi-domain Task-Incremental Learning; Aircraft, Caltech101, CIFAR100, DTD, EuroSAT, Flowers, Food, MNIST, OxfordPet, Cars, SUN397 (MTIL suite) 5-shot 1.0 (test). - [Image Classification on EuroSAT (4-shot)](): Image Classification; EuroSAT 4-shot. - [Sparse Tangent Portfolio Optimization on EuroStoxx50 (out-of-sample)](): Sparse Tangent Portfolio Optimization; EuroStoxx50 (out-of-sample). - [Automatic Speech Recognition on Europarl-ST](): Automatic Speech Recognition; Europarl-ST.