# Underwater Acoustic Target Recognition on DeepShip Source: [Underwater Acoustic Target Recognition on DeepShip]() Collection index: [llms.txt]() Data updated: 2026-03-25T12:38:15.255Z Evaluation of Underwater Acoustic Target Recognition performance on the DeepShip dataset, reporting OA, AA, Kappa, and F1 scores. 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. | Scope | Recorded value | | --- | --- | | Task | Underwater Acoustic Target Recognition | | Dataset (including any stated split) | DeepShip | | Metric | OA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [OA](): Higher is better; unit: PERCENT. - [AA](): Higher is better; unit: PERCENT. - [Kappa](): Higher is better; unit: PERCENT. - [F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | OA | Result date | Report paper | | --- | --- | --- | --- | | UATR-GTransformer | 82.7 | Not recorded | 693f95ec6cfd488761a818dd | | CMoE | 81.2 | Not recorded | 693f95ec6cfd488761a818dd | | UATR-Transformer | 81.1 | Not recorded | 693f95ec6cfd488761a818dd | | ResNet-18 | 80.2 | Not recorded | 693f95ec6cfd488761a818dd | | Xception | 80.1 | Not recorded | 693f95ec6cfd488761a818dd | | DenseNet-169 | 79.9 | Not recorded | 693f95ec6cfd488761a818dd | | EfficientNet-B0 | 79.5 | Not recorded | 693f95ec6cfd488761a818dd | | STM | 74.4 | Not recorded | 693f95ec6cfd488761a818dd | | Student + MobileNetV1 | 67.48 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + Whisper | 66.78 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + HuBERT | 66.37 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + CNN14 | 65.76 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + ResNet38 | 65.72 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + Wav2Vec 2.0 | 64.87 | Not recorded | 68fa767a1e209131cea6d4ac | | MbNet-V2 | 63 | Not recorded | 693f95ec6cfd488761a818dd | | Student Only | 59.62 | Not recorded | 68fa767a1e209131cea6d4ac | ### UATR-GTransformer OA: 82.7. Result ID: 699a0db35698665ec4910fb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMoE OA: 81.2. Result ID: 699a0db35698665ec4910faf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UATR-Transformer OA: 81.1. Result ID: 699a0db35698665ec4910fad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet-18 OA: 80.2. Result ID: 699a0db35698665ec4910fa8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Xception OA: 80.1. Result ID: 699a0db35698665ec4910fab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DenseNet-169 OA: 79.9. Result ID: 699a0db35698665ec4910fa9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EfficientNet-B0 OA: 79.5. Result ID: 699a0db35698665ec4910fac. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STM OA: 74.4. Result ID: 699a0db35698665ec4910fae. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Student + MobileNetV1 OA: 67.48. Result ID: 69c3d71c47f34ce924ad12ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"MobileNetV1","# Parameters (Student vs. Teacher)":"12.3K vs. 4.3M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student + Whisper OA: 66.78. Result ID: 69c3d71c47f34ce924ad1302. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"Whisper","# Parameters (Student vs. Teacher)":"12.3K vs. 74.0M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student + HuBERT OA: 66.37. Result ID: 69c3d71c47f34ce924ad1301. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"HuBERT","# Parameters (Student vs. Teacher)":"12.3K vs. 95.7M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student + CNN14 OA: 65.76. Result ID: 69c3d71c47f34ce924ad12fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"CNN14","# Parameters (Student vs. Teacher)":"12.3K vs. 79.7M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student + ResNet38 OA: 65.72. Result ID: 69c3d71c47f34ce924ad12fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"ResNet38","# Parameters (Student vs. Teacher)":"12.3K vs. 72.7M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student + Wav2Vec 2.0 OA: 64.87. Result ID: 69c3d71c47f34ce924ad1300. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"Wav2Vec 2.0","# Parameters (Student vs. Teacher)":"12.3K vs. 95.0M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### MbNet-V2 OA: 63. Result ID: 699a0db35698665ec4910faa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Student Only OA: 59.62. Result ID: 69c3d71c47f34ce924ad12fc. [Reporting paper]() Recorded evaluation configuration: {"# Parameters":"11.3K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.