# CIFAR

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

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 75. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/dataset/cifar.md?page=2>): Follow this link to discover more pages.

- [Image Classification on CIFAR-100 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test.md>): Image Classification; CIFAR-100 (test).

- [Image Classification on CIFAR-10 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test.md>): Image Classification; CIFAR-10 (test).

- [Image Classification on CIFAR-10 (test) (Accuracy and Sparsity)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-accuracy-and-sparsity.md>): Image Classification; CIFAR-10 (test).

- [Image Classification on CIFAR-10 (Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy.md>): Image Classification; CIFAR-10.

- [Image Classification on CIFAR-10 (test) (Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-accuracy.md>): Image Classification; CIFAR-10 (test).

- [Image Classification on CIFAR-100 (val)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-val.md>): Image Classification; CIFAR-100 (val).

- [Image Classification on CIFAR-100](<https://www.sota2.com/research/sota/image-classification-on-cifar-100.md>): Image Classification; CIFAR-100.

- [Image Classification on CIFAR10 (test) (Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-accuracy.md>): Image Classification; CIFAR10 (test).

- [Image Classification on CIFAR-10](<https://www.sota2.com/research/sota/image-classification-on-cifar-10.md>): Image Classification; CIFAR-10.

- [Image Generation on CIFAR-10 (test)](<https://www.sota2.com/research/sota/image-generation-on-cifar-10-test.md>): Image Generation; CIFAR-10 (test).

- [Image Classification on CIFAR-10 (Standard Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-standard-accuracy.md>): Image Classification; CIFAR-10.

- [Image Classification on CIFAR-100 (Standard)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-standard.md>): Image Classification; CIFAR-100.

- [Image Classification on CIFAR-100 (test) (Standard Metrics)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-standard-metrics.md>): Image Classification; CIFAR-100 (test).

- [Image Classification Top-1 Accuracy on CIFAR100 (test)](<https://www.sota2.com/research/sota/image-classification-top-1-accuracy-on-cifar100-test.md>): Image Classification; CIFAR100 (test).

- [Image Classification on CIFAR100 (Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-accuracy.md>): Image Classification; CIFAR100.

- [Image Classification on CIFAR-10 (val)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-val.md>): Image Classification; CIFAR-10 (val).

- [Image Classification on CIFAR-100 (ACC, NLL, ECE, ESS)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-acc-nll-ece-ess.md>): Image Classification; CIFAR-100.

- [Image Classification on CIFAR-100 (Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-accuracy.md>): Image Classification; CIFAR-100.

- [Backdoor Defense on CIFAR-10 (test)](<https://www.sota2.com/research/sota/backdoor-defense-on-cifar-10-test.md>): Backdoor Defense; CIFAR10 (test).

- [Classification on CIFAR10 (test)](<https://www.sota2.com/research/sota/classification-on-cifar10-test.md>): Classification; CIFAR10 (test).

- [Image Clustering on CIFAR-10](<https://www.sota2.com/research/sota/image-clustering-on-cifar-10.md>): Image Clustering; CIFAR-10.

- [Image Classification on CIFAR-100 (Standard Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-standard-accuracy.md>): Image Classification; CIFAR-100.

- [Image Classification on CIFAR100 (Baseline Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-baseline-accuracy.md>): Image Classification; CIFAR100.

- [Image Classification on CIFAR-100 (test) (Accuracy and Throughput)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-accuracy-and-throughput.md>): Image Classification; CIFAR-100 (test).

- [Image Classification on CIFAR-100 original (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-original-test.md>): Image Classification; CIFAR-100 original (test).

- [Unconditional Image Generation on CIFAR-10](<https://www.sota2.com/research/sota/unconditional-image-generation-on-cifar-10.md>): Unconditional Image Generation; CIFAR-10.

- [Image Classification on CIFAR-100 (test) (Standard Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-standard-accuracy.md>): Image Classification; CIFAR-100 (test).

- [Image Classification on CIFAR10 (test) (Test Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-test-accuracy.md>): Image Classification; CIFAR10 (test).

- [Image Classification on CIFAR10 (Acc %)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-acc-percent.md>): Image Classification; CIFAR10.

- [Class Incremental Learning on CIFAR-100](<https://www.sota2.com/research/sota/class-incremental-learning-on-cifar-100.md>): Class Incremental Learning; CIFAR-100.

- [Adversarial Robust Image Classification on CIFAR-10 (test)](<https://www.sota2.com/research/sota/adversarial-robust-image-classification-on-cifar-10-test.md>): Image Classification; CIFAR-10 (test).

- [Generalized Category Discovery on CIFAR-100](<https://www.sota2.com/research/sota/generalized-category-discovery-on-cifar-100.md>): Generalized Category Discovery; CIFAR-100.

- [Image Classification on CIFAR-10 (Accuracy Focus)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-focus.md>): Image Classification; CIFAR-10.

- [Image Classification on CIFAR10 (Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-accuracy.md>): Image Classification; CIFAR10.

- [Image Classification on CIFAR-100 Long-Tailed (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-long-tailed-test.md>): Image Classification; CIFAR-100 Long-Tailed (test).

- [Image Classification on CIFAR-10 (test) (Acc and AA)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-acc-and-aa.md>): Image Classification; CIFAR-10 (test).

- [Image Classification on CIFAR-100 LT](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-lt.md>): Image Classification; CIFAR-100 LT.

- [Image Classification on CIFAR-10 NAS-Bench-201 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-nas-bench-201-test.md>): Image Classification; CIFAR-10 NAS-Bench-201 (test).

- [Clustering on CIFAR-10 (test)](<https://www.sota2.com/research/sota/clustering-on-cifar-10-test.md>): Clustering; CIFAR-10 (test).

- [Unconditional Image Generation on CIFAR-10 (test)](<https://www.sota2.com/research/sota/unconditional-image-generation-on-cifar-10-test.md>): Unconditional Image Generation; CIFAR-10 (test).

- [Image Generation on CIFAR-10 (FID)](<https://www.sota2.com/research/sota/image-generation-on-cifar-10-fid.md>): Image Generation; CIFAR-10.

- [Unconditional Image Generation on CIFAR-10 unconditional](<https://www.sota2.com/research/sota/unconditional-image-generation-on-cifar-10-unconditional.md>): Unconditional Image Generation; CIFAR-10 unconditional.

- [Image Classification on CIFAR-10 long-tailed (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-long-tailed-test.md>): Image Classification; CIFAR-10 long-tailed (test).

- [Image Classification on CIFAR100 (test) (Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-test-accuracy.md>): Image Classification; CIFAR100 (test).

- [Image Classification on CIFAR-100 NAS-Bench-201 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-nas-bench-201-test.md>): Image Classification; CIFAR-100 NAS-Bench-201 (test).

- [Image Classification on CIFAR-100 standard (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-standard-test.md>): Image Classification; CIFAR-100 standard (test).

- [Image Classification on CIFAR-10 LT (Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-lt-accuracy.md>): Image Classification; CIFAR-10 LT.

- [Image Classification on CIFAR10 (train)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-train.md>): Image Classification; CIFAR10 (train).

- [Image Generation on CIFAR10 32x32 (test)](<https://www.sota2.com/research/sota/image-generation-on-cifar10-32x32-test.md>): Image Generation; CIFAR10 32x32 (test).

- [Image Classification on CIFAR-10 IID](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-iid.md>): Image Classification; CIFAR-10 IID.

- [Image Classification on CIFAR-10-LT (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-lt-test.md>): Image Classification; CIFAR-10-LT (test).

- [Image Classification on CIFAR-10-C](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-c.md>): Image Classification; CIFAR-10-C.

- [Image Generation on CIFAR-10](<https://www.sota2.com/research/sota/image-generation-on-cifar-10.md>): Image Generation; CIFAR-10.

- [Image Classification on CIFAR-10 v1 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-v1-test.md>): Image Classification; CIFAR-10 v1 (test).

- [Image Classification on CIFAR-10 (Adversarial Robustness PGD/CW Analysis)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-adversarial-robustness-pgd-cw-analysis.md>): Image Classification; CIFAR-10.

- [Two-Sample Testing on CIFAR-10 vs CIFAR-10.1 (test)](<https://www.sota2.com/research/sota/two-sample-testing-on-cifar-10-vs-cifar-10-1-test.md>): Two-Sample Testing; CIFAR-10 vs CIFAR-10.1 (test).

- [Image Classification on CIFAR-10 NAS-Bench-201 (val)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-nas-bench-201-val.md>): Image Classification; CIFAR-10 NAS-Bench-201 (val).

- [Classification on CIFAR10-DVS](<https://www.sota2.com/research/sota/classification-on-cifar10-dvs.md>): Classification; CIFAR10-DVS.

- [Image Classification on CIFAR10 non-iid (Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-non-iid-accuracy.md>): Image Classification; CIFAR10 non-iid.

- [Graph Classification on CIFAR10 (test)](<https://www.sota2.com/research/sota/graph-classification-on-cifar10-test.md>): Graph Classification; CIFAR10 (test).

- [Adversarial Detection on CIFAR-10 (test)](<https://www.sota2.com/research/sota/adversarial-detection-on-cifar-10-test.md>): Adversarial Detection; CIFAR-10 (test).

- [Backdoor Attack on CIFAR10](<https://www.sota2.com/research/sota/backdoor-attack-on-cifar10.md>): Backdoor Attack; CIFAR10.

- [Image Classification on CIFAR100 long-tailed (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-long-tailed-test.md>): Image Classification; CIFAR100 long-tailed (test).

- [Image Classification on CIFAR-10 (test) (Test Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-test-accuracy.md>): Image Classification; CIFAR-10 (test).

- [Label Shift Estimation on CIFAR-10 (val)](<https://www.sota2.com/research/sota/label-shift-estimation-on-cifar-10-val.md>): Label Shift Estimation; CIFAR-10 (val).

- [OOD Detection on CIFAR-10 (IND) vs SVHN (OOD)](<https://www.sota2.com/research/sota/ood-detection-on-cifar-10-ind-vs-svhn-ood.md>): OOD Detection; CIFAR-10 (IND) SVHN (OOD).

- [Generalized Category Discovery on CIFAR-10](<https://www.sota2.com/research/sota/generalized-category-discovery-on-cifar-10.md>): Generalized Category Discovery; CIFAR-10.

- [Image Classification on CIFAR-10 (test) (Error Rate & Eigenvalue)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-error-rate-and-eigenvalue.md>): Image Classification; CIFAR-10 (test).

- [Image Generation on CIFAR-10 32x32](<https://www.sota2.com/research/sota/image-generation-on-cifar-10-32x32.md>): Image Generation; CIFAR-10 32x32.

- [Class-Incremental Learning on CIFAR-100 (5 and 10 task evaluation)](<https://www.sota2.com/research/sota/class-incremental-learning-on-cifar-100-5-and-10-task-evaluation.md>): Class-Incremental Learning; CIFAR-100.

- [Model Calibration on CIFAR-100](<https://www.sota2.com/research/sota/model-calibration-on-cifar-100.md>): Model Calibration; CIFAR-100.

- [Image Classification on Cifar100](<https://www.sota2.com/research/sota/image-classification-on-cifar100.md>): Image Classification; Cifar100.

- [Image Classification on CIFAR100 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-test.md>): Image Classification; CIFAR100 (test).

- [Out-of-distribution Detection on CIFAR-10 vs SVHN (test)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-cifar-10-vs-svhn-test.md>): Out-of-distribution Detection; CIFAR-10 vs SVHN (test).

- [Image Classification on CIFAR-100 (Acc@1 Best/Final Reporting)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-acc-at-1-best-final-reporting.md>): Image Classification; CIFAR-100.

- [Federated Image Classification on CIFAR100 (test)](<https://www.sota2.com/research/sota/federated-image-classification-on-cifar100-test.md>): Federated Image Classification; CIFAR100 (test).

- [Image Classification on CIFAR10 (Robustness and Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-robustness-and-accuracy.md>): Image Classification; CIFAR10.

- [Few-Shot Class-Incremental Learning on CIFAR100 (test)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cifar100-test.md>): Few-Shot Class-Incremental Learning; CIFAR100 (test).

- [Image Classification on CIFAR-100 (Adversarial Robustness PGD/AA)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-adversarial-robustness-pgd-aa.md>): Image Classification; CIFAR-100.

- [Image Classification on CIFAR-100 NAS-Bench-201 (val)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-nas-bench-201-val.md>): Image Classification; CIFAR-100 NAS-Bench-201 (val).