# TestA

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

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.

- [Referring Expression Comprehension on RefCOCO (testA)](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-refcoco-testa.md>): Referring Expression Comprehension; RefCOCO (testA).

- [Referring Expression Segmentation on RefCOCO (testA)](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-refcoco-testa.md>): Referring Expression Segmentation; RefCOCO (testA).

- [Referring Expression Segmentation on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-refcoco-plus-testa.md>): Referring Expression Segmentation; RefCOCO+ (testA).

- [Visual Grounding on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/visual-grounding-on-refcoco-plus-testa.md>): Visual Grounding; RefCOCO+ (testA).

- [Referring Expression Comprehension on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-refcoco-plus-testa.md>): Referring Expression Comprehension; RefCOCO+ (testA).

- [Visual Grounding on RefCOCO (TestA)](<https://www.sota2.com/research/sota/visual-grounding-on-refcoco-testa.md>): Visual Grounding; RefCOCO (TestA).

- [Generalized Referring Expression Segmentation on gRefCOCO (testA)](<https://www.sota2.com/research/sota/generalized-referring-expression-segmentation-on-grefcoco-testa.md>): Generalized Referring Expression Segmentation; gRefCOCO (testA).

- [Referring Image Segmentation on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-refcoco-plus-testa.md>): Referring Image Segmentation; RefCOCO+ (testA).

- [Referring Segmentation on refCOCO (testA) using cIoU](<https://www.sota2.com/research/sota/referring-segmentation-on-refcoco-testa-using-ciou.md>): Referring Segmentation; refCOCO (testA).

- [Referring Segmentation on refCOCO+ (testA) using cIoU](<https://www.sota2.com/research/sota/referring-segmentation-on-refcoco-plus-testa-using-ciou.md>): Referring Segmentation; refCOCO+ (testA).

- [Referring Image Segmentation on UNC+ (testA)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-unc-plus-testa.md>): Referring Image Segmentation; UNC+ (testA).

- [Referring Expression Grounding on RefCOCO (testA)](<https://www.sota2.com/research/sota/referring-expression-grounding-on-refcoco-testa.md>): Referring Expression Grounding; RefCOCO (testA).

- [Referring Image Segmentation on UNC (testA)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-unc-testa.md>): Referring Image Segmentation; UNC (testA).

- [Referring Expression Segmentation on RefCOCO+ UMD (testA)](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-refcoco-plus-umd-testa.md>): Referring Expression Segmentation; RefCOCO+ UMD (testA).

- [Localization on RefCOCO (testA)](<https://www.sota2.com/research/sota/localization-on-refcoco-testa.md>): Localization; RefCOCO (testA).

- [Referring Object Detection on RefCOCO (testA)](<https://www.sota2.com/research/sota/referring-object-detection-on-refcoco-testa.md>): Referring Object Detection; RefCOCO (testA).

- [Localization on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/localization-on-refcoco-plus-testa.md>): Localization; RefCOCO+ (testA).

- [Referring Object Detection on RefCOCO low-data (testA)](<https://www.sota2.com/research/sota/referring-object-detection-on-refcoco-low-data-testa.md>): Referring Object Detection; RefCOCO low-data (testA).

- [Visual Grounding on ReferCOCO+ v1 (testA)](<https://www.sota2.com/research/sota/visual-grounding-on-refercoco-plus-v1-testa.md>): Visual Grounding; ReferCOCO+ v1 (testA).

- [Entity Linking on AIDA (testa)](<https://www.sota2.com/research/sota/entity-linking-on-aida-testa.md>): Entity Linking; AIDA (testa).

- [Referring Expression Grounding on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/referring-expression-grounding-on-refcoco-plus-testa.md>): Referring Expression Grounding; RefCOCO+ (testA).

- [Reasoning Segmentation on gRefCOCO (testA)](<https://www.sota2.com/research/sota/reasoning-segmentation-on-grefcoco-testa.md>): Reasoning Segmentation; gRefCOCO (testA).

- [Referring Expression Comprehension on gRefCOCO (testA)](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-grefcoco-testa.md>): Referring Expression Comprehension; gRefCOCO (testA).

- [Referring Expression Comprehension on RefCOCO 80 (testA)](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-refcoco-80-testa.md>): Referring Expression Comprehension; RefCOCO 80 (testA).

- [First-order logical inference on FOLIO-wiki (testable)](<https://www.sota2.com/research/sota/first-order-logical-inference-on-folio-wiki-testable.md>): First-order logical inference; FOLIO-wiki (testable).

- [Attestation on Attestation Benchmark](<https://www.sota2.com/research/sota/attestation-on-attestation-benchmark.md>): Attestation; Attestation Benchmark.

- [Multi-granularity Referring Expression Segmentation on RefCOCOm (testA)](<https://www.sota2.com/research/sota/multi-granularity-referring-expression-segmentation-on-refcocom-testa.md>): Multi-granularity Referring Expression Segmentation; RefCOCOm (testA).

- [Referring Image Segmentation on gRefCOCO (testA)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-grefcoco-testa.md>): Referring Image Segmentation; gRefCOCO (testA).

- [Referring Expression Comprehension on RefCOCO+ v1 (testA)](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-refcoco-plus-v1-testa.md>): Referring Expression Comprehension; RefCOCO+ v1 (testA).

- [Referring Expression Generation on RefCOCO (testA)](<https://www.sota2.com/research/sota/referring-expression-generation-on-refcoco-testa.md>): Referring Expression Generation; RefCOCO (testA).

- [Referring Object Detection on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/referring-object-detection-on-refcoco-plus-testa.md>): Referring Object Detection; RefCOCO+ (testA).

- [Spatial Grounding on RefCOCO (testA)](<https://www.sota2.com/research/sota/spatial-grounding-on-refcoco-testa.md>): Spatial Grounding; RefCOCO (testA).

- [Referring Segmentation on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/referring-segmentation-on-refcoco-plus-testa.md>): Referring Segmentation; RefCOCO+ (testA).

- [Referring Segmentation on RefCOCO (testA)](<https://www.sota2.com/research/sota/referring-segmentation-on-refcoco-testa.md>): Referring Segmentation; RefCOCO (testA).

- [Referring Expression Object Segmentation on RefCOCO UMD (testA)](<https://www.sota2.com/research/sota/referring-expression-object-segmentation-on-refcoco-umd-testa.md>): Referring Expression Object Segmentation; RefCOCO UMD (testA).

- [Referring Image Segmentation on RefCOCO+ UNC (testA)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-refcoco-plus-unc-testa.md>): Referring Image Segmentation; RefCOCO+ UNC+ (testA).

- [Referring Image Segmentation on RefCOCO UNC (testA)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-refcoco-unc-testa.md>): Referring Image Segmentation; RefCOCO UNC (testA).

- [Visual Grounding on RefCOCO+ (testA+)](<https://www.sota2.com/research/sota/visual-grounding-on-refcoco-plus-testa-plus.md>): Visual Grounding; RefCOCO+ (testA+).

- [Multi-object referring segmentation on gRefCOCO (testA)](<https://www.sota2.com/research/sota/multi-object-referring-segmentation-on-grefcoco-testa.md>): Multi-object referring segmentation; gRefCOCO (testA).

- [Referring Expression Generation on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/referring-expression-generation-on-refcoco-plus-testa.md>): Referring Expression Generation; RefCOCO+ (testA).

- [Referring Image Segmentation on UNC MS-COCO based (testA)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-unc-ms-coco-based-testa.md>): Referring Image Segmentation; UNC MS-COCO based (testA).

- [Music Generation on TestA](<https://www.sota2.com/research/sota/music-generation-on-testa.md>): Music Generation; TestA.

- [Referring Expression Segmentation on gRefCOCO (testA)](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-grefcoco-testa.md>): Referring Expression Segmentation; gRefCOCO (testA).

- [Referring Image Segmentation on UNC+ no location words MS-COCO based (testA)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-unc-plus-no-location-words-ms-coco-based-testa.md>): Referring Image Segmentation; UNC+ no location words MS-COCO based (testA).

- [Visual Grounding on ReferCOCO v1 (testA)](<https://www.sota2.com/research/sota/visual-grounding-on-refercoco-v1-testa.md>): Visual Grounding; ReferCOCO v1 (testA).

- [Entity Linking on AIDA testa CoNLL03 (val)](<https://www.sota2.com/research/sota/entity-linking-on-aida-testa-conll03-val.md>): Entity Linking; AIDA testa CoNLL03 (val).

- [Referring Expression Grounding on Ref-COCO+ (testA + testB)](<https://www.sota2.com/research/sota/referring-expression-grounding-on-ref-coco-plus-testa-plus-testb.md>): Referring Expression Grounding; Ref-COCO+ testA + testB (test).

- [Referring Image Object Grounding on RefCOCO MS-COCO (testA)](<https://www.sota2.com/research/sota/referring-image-object-grounding-on-refcoco-ms-coco-testa.md>): Referring Image Object Grounding; RefCOCO MS-COCO (testA).

- [Object Grounding on Refcoco+ (TestA)](<https://www.sota2.com/research/sota/object-grounding-on-refcoco-plus-testa.md>): Object Grounding; Refcoco+ (TestA).

- [Grounded Referring Expression Comprehension on GREC (testA)](<https://www.sota2.com/research/sota/grounded-referring-expression-comprehension-on-grec-testa.md>): Grounded Referring Expression Comprehension; GREC (testA).

- [Region-level referring expression generation on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/region-level-referring-expression-generation-on-refcoco-plus-testa.md>): Region-level referring expression generation; RefCOCO+ (testA).

- [Weakly Supervised Referring Expression Comprehension on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/weakly-supervised-referring-expression-comprehension-on-refcoco-plus-testa.md>): Weakly Supervised Referring Expression Comprehension; RefCOCO+ (testA).

- [Underwater Image Enhancement on EUVP (TestA)](<https://www.sota2.com/research/sota/underwater-image-enhancement-on-euvp-testa.md>): Underwater Image Enhancement; EUVP (TestA).

- [Referring Expression Segmentation on RoboRefIt (testA)](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-roborefit-testa.md>): Referring Expression Segmentation; RoboRefIt (testA).

- [Visual Grounding on Visual Grounding (TestA)](<https://www.sota2.com/research/sota/visual-grounding-on-visual-grounding-testa.md>): Visual Grounding; Visual Grounding (TestA).

- [Referring Localization on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/referring-localization-on-refcoco-plus-testa.md>): Referring Localization; RefCOCO+ (testA).

- [Referring Localization on RefCOCO (testA)](<https://www.sota2.com/research/sota/referring-localization-on-refcoco-testa.md>): Referring Localization; RefCOCO (testA).

- [Referring Image Segmentation on refCOCO+ UMD (testA)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-refcoco-plus-umd-testa.md>): Referring Image Segmentation; refCOCO+ UMD (testA).

- [Referring Image Segmentation on refCOCO UMD (testA)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-refcoco-umd-testa.md>): Referring Image Segmentation; refCOCO UMD (testA).

- [Object Detection on GlaS (testA)](<https://www.sota2.com/research/sota/object-detection-on-glas-testa.md>): Object Detection; GlaS (testA).

- [Referring Expression Grounding on Ref-COCO testA + testB (test)](<https://www.sota2.com/research/sota/referring-expression-grounding-on-ref-coco-testa-plus-testb-test.md>): Referring Expression Grounding; Ref-COCO testA + testB (test).

- [Region Captioning on RefCOCO+ (testA)](<https://www.sota2.com/research/sota/region-captioning-on-refcoco-plus-testa.md>): Region Captioning; RefCOCO+ (testA).

- [Region Captioning on RefCOCO (testA)](<https://www.sota2.com/research/sota/region-captioning-on-refcoco-testa.md>): Region Captioning; RefCOCO (testA).

- [Multi-target Referring Segmentation on MrefCOCO+ (testA)](<https://www.sota2.com/research/sota/multi-target-referring-segmentation-on-mrefcoco-plus-testa.md>): Multi-target Referring Segmentation; MrefCOCO+ (testA).

- [Multi-target Referring Segmentation on MrefCOCO (testA)](<https://www.sota2.com/research/sota/multi-target-referring-segmentation-on-mrefcoco-testa.md>): Multi-target Referring Segmentation; MrefCOCO (testA).

- [Referring Expression Segmentation on RefCOCO+ UNC (testA)](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-refcoco-plus-unc-testa.md>): Referring Expression Segmentation; RefCOCO+ UNC+ (testA).

- [Referring Expression Segmentation on RefCOCO UNC (testA)](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-refcoco-unc-testa.md>): Referring Expression Segmentation; RefCOCO UNC (testA).

- [Attestation and Provenance Protocol Comparison on Design Space for Attestation Mechanisms](<https://www.sota2.com/research/sota/attestation-and-provenance-protocol-comparison-on-design-space-for-attestation-mechanisms.md>): Attestation and Provenance Protocol Comparison; Design Space for Attestation Mechanisms.

- [Traffic Law Violation Detection on LawBreaker Traffic Law Specifications Apollo ADS with LGSVL simulator (testable laws)](<https://www.sota2.com/research/sota/traffic-law-violation-detection-on-lawbreaker-traffic-law-specifications-apollo-ads-with-lgsvl-simulator-testable-laws.md>): Traffic Law Violation Detection; LawBreaker Traffic Law Specifications Apollo ADS with LGSVL simulator (testable laws).

- [Best-possible One-time Program Security on Testable Programs](<https://www.sota2.com/research/sota/best-possible-one-time-program-security-on-testable-programs.md>): Best-possible One-time Program Security; Testable Programs.

- [Entity Linking on AIDA CoNLL-2003 (testa)](<https://www.sota2.com/research/sota/entity-linking-on-aida-conll-2003-testa.md>): Entity Linking; AIDA CoNLL-2003 (testa).