# sc4

Source: [sc4](<https://www.sota2.com/research/dataset/sc4>)

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 Classification on RESISC45](<https://www.sota2.com/research/sota/image-classification-on-resisc45.md>): Image Classification; RESISC45.

- [Image Classification on Vision Multi-task Suite (SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD)](<https://www.sota2.com/research/sota/image-classification-on-vision-multi-task-suite-sun397-cars-resisc45-eurosat-svhn-gtsrb-mnist-dtd.md>): Image Classification; Vision Multi-task Suite (SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD).

- [Image Classification on SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD (test)](<https://www.sota2.com/research/sota/image-classification-on-sun397-cars-resisc45-eurosat-svhn-gtsrb-mnist-dtd-test.md>): Image Classification; SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD (test).

- [Image Classification on 8 Vision Benchmarks (SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD)](<https://www.sota2.com/research/sota/image-classification-on-8-vision-benchmarks-sun397-cars-resisc45-eurosat-svhn-gtsrb-mnist-dtd.md>): Visual Classification; 8 Vision Tasks (SUN397, Stanford Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD).

- [Image Classification on Resisc45 (test)](<https://www.sota2.com/research/sota/image-classification-on-resisc45-test.md>): Image Classification; Resisc45 (test).

- [Remote Sensing Scene Classification on RESISC45](<https://www.sota2.com/research/sota/remote-sensing-scene-classification-on-resisc45.md>): Remote Sensing Scene Classification; RESISC45.

- [Task Addition on 8 classification datasets (Cars, DTD, EuroSAT, GTSRB, MNIST, RESISC45, SUN397, SVHN) (test)](<https://www.sota2.com/research/sota/task-addition-on-8-classification-datasets-cars-dtd-eurosat-gtsrb-mnist-resisc45-sun397-svhn-test.md>): Task Addition; 8 classification datasets (Cars, DTD, EuroSAT, GTSRB, MNIST, RESISC45, SUN397, SVHN) (test).

- [Image Classification on RESISC45, SVHN Unseen Tasks (test)](<https://www.sota2.com/research/sota/image-classification-on-resisc45-svhn-unseen-tasks-test.md>): Image Classification; RESISC45, SVHN Unseen Tasks (test).

- [Image Classification on StanfordCars, DTD, EuroSAT, GTSRB, RESISC45, SUN397, SVHN](<https://www.sota2.com/research/sota/image-classification-on-stanfordcars-dtd-eurosat-gtsrb-resisc45-sun397-svhn.md>): Image Classification; StanfordCars, DTD, EuroSAT, GTSRB, RESISC45, SUN397, SVHN.

- [Image Classification on 8-Vision benchmark (EuroSAT, GTSRB, SVHN, RESISC45, DTD, Cars, MNIST, SUN397) (test)](<https://www.sota2.com/research/sota/image-classification-on-8-vision-benchmark-eurosat-gtsrb-svhn-resisc45-dtd-cars-mnist-sun397-test.md>): Image Classification; 8-Vision benchmark (EuroSAT, GTSRB, SVHN, RESISC45, DTD, Cars, MNIST, SUN397) (test).

- [Classification on RESISC45 (F1-Macro)](<https://www.sota2.com/research/sota/classification-on-resisc45-f1-macro.md>): Classification; RESISC45.

- [Scene Classification on NWPU-RESISC45 (test)](<https://www.sota2.com/research/sota/scene-classification-on-nwpu-resisc45-test.md>): Scene Classification; NWPU RESISC45 (test).

- [Image Classification on Resisc45 (vtab)](<https://www.sota2.com/research/sota/image-classification-on-resisc45-vtab.md>): Image Classification; resisc45 vtab.

- [Image Classification on Vision Classification Suite (CIFAR-100, EuroSAT, RESISC45, Stanford Cars, FGVC Aircraft, DTD, CIFAR-10, Oxford-IIIT Pets) (test)](<https://www.sota2.com/research/sota/image-classification-on-vision-classification-suite-cifar-100-eurosat-resisc45-stanford-cars-fgvc-aircraft-dtd-cifar-10-oxford-iiit-pets-test.md>): Image Classification; Vision Classification Suite (CIFAR-100, EuroSAT, RESISC45, Stanford Cars, FGVC Aircraft, DTD, CIFAR-10, Oxford-IIIT Pets) (test).

- [Label Correction on RESISC45](<https://www.sota2.com/research/sota/label-correction-on-resisc45.md>): Label Correction; RESISC45.

- [Classification on Resisc45](<https://www.sota2.com/research/sota/classification-on-resisc45.md>): Classification; Resisc45.

- [Image Classification on 7 Vision Benchmarks Suite (MNIST, SVHN, Cars, DTD, GTSRB, EuroSAT, RESISC45)](<https://www.sota2.com/research/sota/image-classification-on-7-vision-benchmarks-suite-mnist-svhn-cars-dtd-gtsrb-eurosat-resisc45.md>): Image Classification; 7 Vision Benchmarks Suite (MNIST, SVHN, Cars, DTD, GTSRB, EuroSAT, RESISC45).

- [Image Classification on 16 Vision Tasks Suite (ViT-B/32, test)](<https://www.sota2.com/research/sota/image-classification-on-16-vision-tasks-suite-vit-b-32-test.md>): Image Classification; 16 Vision Tasks Suite (Cars, DTD, EuroSAT, GTSRB, MNIST, RESISC45, SUN397, SVHN, Caltech101, CUB-200, Flowers102, OfficeHome, Oxford-IIIT Pet, Food101, FER2013, FashionMNIST) ViT-B/32 (test).

- [Image Classification on OOD Benchmark Suite Subset (Cars, DTD, EuroSAT, GTSRB, MNIST, RESISC45, SVHN)](<https://www.sota2.com/research/sota/image-classification-on-ood-benchmark-suite-subset-cars-dtd-eurosat-gtsrb-mnist-resisc45-svhn.md>): Image Classification; OOD benchmark suite (SVHN, Cars, RESISC45, EuroSAT, SUN397, GTSRB, MNIST, DTD).

- [Scene Classification on NWPU-RESISC45 (5-shot)](<https://www.sota2.com/research/sota/scene-classification-on-nwpu-resisc45-5-shot.md>): Scene Classification; NWPU-RESISC45 5-shot.

- [Scene Classification on NWPU-RESISC45 (1-shot)](<https://www.sota2.com/research/sota/scene-classification-on-nwpu-resisc45-1-shot.md>): Scene Classification; NWPU-RESISC45 1-shot.

- [Image Classification on Multi-source Vision Suite (EUROSAT, SVHN, GTSRB, RESISC45, DTD) (ViT-B/16, test)](<https://www.sota2.com/research/sota/image-classification-on-multi-source-vision-suite-eurosat-svhn-gtsrb-resisc45-dtd-vit-b-16-test.md>): Image Classification; Multi-task and Multi-source Vision Suite (EUROSAT, SVHN, GTSRB, RESISC45, DTD) ViT-B/16 (test).

- [Image Classification on Cars, EuroSAT, RESISC45, GTSRB (Corrupted Test Average)](<https://www.sota2.com/research/sota/image-classification-on-cars-eurosat-resisc45-gtsrb-corrupted-test-average.md>): Image Classification; Cars, EuroSAT, RESISC45, GTSRB Average - Corrupted (test).

- [Image Classification on Cars, EuroSAT, RESISC45, GTSRB (test)](<https://www.sota2.com/research/sota/image-classification-on-cars-eurosat-resisc45-gtsrb-test.md>): Image Classification; Cars, EuroSAT, RESISC45, GTSRB Average Clean (test).

- [Scene Classification on NWPU-RESISC45](<https://www.sota2.com/research/sota/scene-classification-on-nwpu-resisc45.md>): Scene Classification; NWPU-RESISC45.

- [Image Classification on NWPU-RESISC45](<https://www.sota2.com/research/sota/image-classification-on-nwpu-resisc45.md>): Image Classification; NWPU-RESISC45.

- [Classification on Resisc45 (test)](<https://www.sota2.com/research/sota/classification-on-resisc45-test.md>): Classification; Resisc45 (test).

- [Image Classification on NWPU-RESISC45 Severe](<https://www.sota2.com/research/sota/image-classification-on-nwpu-resisc45-severe.md>): Image Classification; NWPU-RESISC45 Severe.

- [Image Classification on NWPU-RESISC45 Mild](<https://www.sota2.com/research/sota/image-classification-on-nwpu-resisc45-mild.md>): Image Classification; NWPU-RESISC45 Mild.

- [Image Classification on NWPU-RESISC45 (Clean)](<https://www.sota2.com/research/sota/image-classification-on-nwpu-resisc45-clean.md>): Image Classification; NWPU-RESISC45 Clean.

- [Image Classification on Average across 11 Datasets](<https://www.sota2.com/research/sota/image-classification-on-average-across-11-datasets.md>): Image Classification; Average across 11 datasets (Aircraft, CIFAR10, CIFAR100, CUB200, DTD, Flower102, Food101, HAM10000, ImageNet, Resisc45, UCF101).

- [Image Classification on Generalization Suite Unseen: RESISC45, SVHN ViT-B/32 (Split 2)](<https://www.sota2.com/research/sota/image-classification-on-generalization-suite-unseen-resisc45-svhn-vit-b-32-split-2.md>): Image Classification; Generalization Suite Unseen: RESISC45, SVHN ViT-B/32 (Split 2).

- [Image Classification on 8-Task Benchmark (Cars, DTD, EuroSAT, GTSRB, MNIST, RESISC45, SUN397, SVHN) (seen)](<https://www.sota2.com/research/sota/image-classification-on-8-task-benchmark-cars-dtd-eurosat-gtsrb-mnist-resisc45-sun397-svhn-seen.md>): Image Classification; 8-task benchmark (Cars, DTD, EuroSAT, GTSRB, MNIST, RESISC45, SUN397, SVHN) (seen).

- [Base-to-new generalization on Average (PatternNet, RSICD, RESISC45, MLRSNet)](<https://www.sota2.com/research/sota/base-to-new-generalization-on-average-patternnet-rsicd-resisc45-mlrsnet.md>): Base-to-new generalization; Average (PatternNet, RSICD, RESISC45, MLRSNet).

- [Base-to-new generalization on RESISC45](<https://www.sota2.com/research/sota/base-to-new-generalization-on-resisc45.md>): Base-to-new generalization; RESISC45.

- [Single-source domain generalization on RESISC45 v2](<https://www.sota2.com/research/sota/single-source-domain-generalization-on-resisc45-v2.md>): Single-source domain generalization; RESISC45 v2.

- [Cross-dataset Generalization on RESISC45 (source)](<https://www.sota2.com/research/sota/cross-dataset-generalization-on-resisc45-source.md>): Cross-dataset Generalization; RESISC45 (source).

- [Few-shot Classification on 12 Downstream Datasets (ChestX, CropDisease, Deep Weeds, DTD, EuroSAT, Flowers 102, Kaokore, Omniglot, Resisc45, Sketch, SVHN, ISIC)](<https://www.sota2.com/research/sota/few-shot-classification-on-12-downstream-datasets-chestx-cropdisease-deep-weeds-dtd-eurosat-flowers-102-kaokore-omniglot-resisc45-sketch-svhn-isic.md>): Few-shot Classification; 12 Downstream Datasets (ChestX, CropDisease, Deep Weeds, DTD, EuroSAT, Flowers 102, Kaokore, Omniglot, Resisc45, Sketch, SVHN, ISIC).

- [Cell type classification on sc4 (test)](<https://www.sota2.com/research/sota/cell-type-classification-on-sc4-test.md>): Cell type classification; sc4 (test).

- [Zero-shot Classification on RESISC45](<https://www.sota2.com/research/sota/zero-shot-classification-on-resisc45.md>): Zero-shot Classification; RESISC45.

- [Image Classification on RESISC45 (Accuracy and Calibration)](<https://www.sota2.com/research/sota/image-classification-on-resisc45-accuracy-and-calibration.md>): Image Classification; RESISC45.

- [Concept Leakage Robustness on RESISC45](<https://www.sota2.com/research/sota/concept-leakage-robustness-on-resisc45.md>): Concept Leakage Robustness; RESISC45.

- [Image Classification on Unseen Tasks (SUN397, Cars, RESISC45, DTD) (test)](<https://www.sota2.com/research/sota/image-classification-on-unseen-tasks-sun397-cars-resisc45-dtd-test.md>): Image Classification; Unseen Tasks (SUN397, Cars, RESISC45, DTD) (test).

- [Image Classification Robustness on DTD and RESISC45](<https://www.sota2.com/research/sota/image-classification-robustness-on-dtd-and-resisc45.md>): Image Classification; Texture DTD, RESISC45.

- [Queue Length Forecasting on Incheon International Airport (ICN) Security Checkpoint SC4 (test)](<https://www.sota2.com/research/sota/queue-length-forecasting-on-incheon-international-airport-icn-security-checkpoint-sc4-test.md>): Queue Length Forecasting; Incheon International Airport (ICN) Security Checkpoint SC4 (test).

- [Path Planning on SC4](<https://www.sota2.com/research/sota/path-planning-on-sc4.md>): Path Planning; SC4.

- [Image Captioning on NWPU RESISC45 Captions (test)](<https://www.sota2.com/research/sota/image-captioning-on-nwpu-resisc45-captions-test.md>): Image captioning; NWPU RESISC45 Captions (test).

- [Image Captioning on NWPU RESISC45 Captions](<https://www.sota2.com/research/sota/image-captioning-on-nwpu-resisc45-captions.md>): Image captioning; NWPU RESISC45 Captions.

- [Image Classification on CIFAR-100, DTD, StanfordCars, and RESISC45 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-dtd-stanfordcars-and-resisc45-test.md>): Image Classification; CIFAR-100, DTD, StanfordCars, and RESISC45 (test).

- [Image Classification on Resisc45 (test) (Few-Shot)](<https://www.sota2.com/research/sota/image-classification-on-resisc45-test-few-shot.md>): Image Classification; Resisc45 (test).

- [Image Classification on RESISC45 (Average KNN accuracy)](<https://www.sota2.com/research/sota/image-classification-on-resisc45-average-knn-accuracy.md>): Image Classification; RESISC45.

- [Image Classification on RESISC45 (Donor/Receiver Change)](<https://www.sota2.com/research/sota/image-classification-on-resisc45-donor-receiver-change.md>): Image Classification; RESISC45.