# Image Classification on Pets (Acc, MB, TFLOPS) Source: [Image Classification on Pets (Acc, MB, TFLOPS)]() Collection index: [llms.txt]() Data updated: 2026-03-18T09:19:22.981Z Evaluation of Image Classification performance on the standard Pets dataset, reporting accuracy (Acc) alongside memory usage (MB) and throughput (TFLOPS). 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 | Image Classification | | Dataset (including any stated split) | Pets | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Memory (MB)](): Lower is better; unit: SIZE. - [Throughput (TFLOPS)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | BP | 91.6 | Not recorded | 68fa7b921e209131cea8930f | | ASI | 91.41 | Not recorded | 68fa7b921e209131cea8930f | | BP | 91.22 | Not recorded | 68fa7b921e209131cea8930f | | HOSVD | 91.11 | Not recorded | 68fa7b921e209131cea8930f | | ASI | 91.09 | Not recorded | 68fa7b921e209131cea8930f | | LANCE | 90.92 | Not recorded | 68fa7b921e209131cea8930f | | HOSVD | 90.89 | Not recorded | 68fa7b921e209131cea8930f | | LANCE | 90.7 | Not recorded | 68fa7b921e209131cea8930f | | LANCE | 90.4 | Not recorded | 68fa7b921e209131cea8930f | | BP | 90.32 | Not recorded | 68fa7b921e209131cea8930f | | BP | 89.94 | Not recorded | 68fa7b921e209131cea8930f | | HOSVD | 89.91 | Not recorded | 68fa7b921e209131cea8930f | | LANCE | 89.69 | Not recorded | 68fa7b921e209131cea8930f | | HOSVD | 89.58 | Not recorded | 68fa7b921e209131cea8930f | | HOSVD | 89.47 | Not recorded | 68fa7b921e209131cea8930f | | LANCE | 89.26 | Not recorded | 68fa7b921e209131cea8930f | | BP | 89.17 | Not recorded | 68fa7b921e209131cea8930f | | LANCE | 89.12 | Not recorded | 68fa7b921e209131cea8930f | | BP | 89.07 | Not recorded | 68fa7b921e209131cea8930f | | ASI | 88.91 | Not recorded | 68fa7b921e209131cea8930f | | ASI | 88.75 | Not recorded | 68fa7b921e209131cea8930f | | HOSVD | 88.71 | Not recorded | 68fa7b921e209131cea8930f | | ASI | 88.44 | Not recorded | 68fa7b921e209131cea8930f | | ASI | 88.13 | Not recorded | 68fa7b921e209131cea8930f | | BP | 60.01 | Not recorded | 68fa7b921e209131cea8930f | | LANCE | 58.05 | Not recorded | 68fa7b921e209131cea8930f | | HOSVD | 57.89 | Not recorded | 68fa7b921e209131cea8930f | | LANCE | 57.26 | Not recorded | 68fa7b921e209131cea8930f | | BP | 56.3 | Not recorded | 68fa7b921e209131cea8930f | | HOSVD | 56.11 | Not recorded | 68fa7b921e209131cea8930f | ### BP Accuracy: 91.6. Result ID: 69ba6e1947f34ce924a4a40b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet34","# Layers":"4"}. This record does not assert independent reproduction. ### ASI Accuracy: 91.41. Result ID: 69ba6e1947f34ce924a4a40f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet34","# Layers":"4"}. This record does not assert independent reproduction. ### BP Accuracy: 91.22. Result ID: 69ba6e1947f34ce924a4a40a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet34","# Layers":"2"}. This record does not assert independent reproduction. ### HOSVD Accuracy: 91.11. Result ID: 69ba6e1947f34ce924a4a40d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet34","# Layers":"4"}. This record does not assert independent reproduction. ### ASI Accuracy: 91.09. Result ID: 69ba6e1947f34ce924a4a40e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet34","# Layers":"2"}. This record does not assert independent reproduction. ### LANCE Accuracy: 90.92. Result ID: 69ba6e1947f34ce924a4a411. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet34","# Layers":"4"}. This record does not assert independent reproduction. ### HOSVD Accuracy: 90.89. Result ID: 69ba6e1947f34ce924a4a40c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet34","# Layers":"2"}. This record does not assert independent reproduction. ### LANCE Accuracy: 90.7. Result ID: 69ba6e1947f34ce924a4a410. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet34","# Layers":"2"}. This record does not assert independent reproduction. ### LANCE Accuracy: 90.4. Result ID: 69ba6e1947f34ce924a4a401. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","# Layers":"4"}. This record does not assert independent reproduction. ### BP Accuracy: 90.32. Result ID: 69ba6e1947f34ce924a4a3fb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","# Layers":"4"}. This record does not assert independent reproduction. ### BP Accuracy: 89.94. Result ID: 69ba6e1947f34ce924a4a3fa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","# Layers":"2"}. This record does not assert independent reproduction. ### HOSVD Accuracy: 89.91. Result ID: 69ba6e1947f34ce924a4a3fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","# Layers":"4"}. This record does not assert independent reproduction. ### LANCE Accuracy: 89.69. Result ID: 69ba6e1947f34ce924a4a400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","# Layers":"2"}. This record does not assert independent reproduction. ### HOSVD Accuracy: 89.58. Result ID: 69ba6e1947f34ce924a4a3fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","# Layers":"2"}. This record does not assert independent reproduction. ### HOSVD Accuracy: 89.47. Result ID: 69ba6e1947f34ce924a4a404. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18","# Layers":"2"}. This record does not assert independent reproduction. ### LANCE Accuracy: 89.26. Result ID: 69ba6e1947f34ce924a4a408. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18","# Layers":"2"}. This record does not assert independent reproduction. ### BP Accuracy: 89.17. Result ID: 69ba6e1947f34ce924a4a402. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18","# Layers":"2"}. This record does not assert independent reproduction. ### LANCE Accuracy: 89.12. Result ID: 69ba6e1947f34ce924a4a409. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18","# Layers":"4"}. This record does not assert independent reproduction. ### BP Accuracy: 89.07. Result ID: 69ba6e1947f34ce924a4a403. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18","# Layers":"4"}. This record does not assert independent reproduction. ### ASI Accuracy: 88.91. Result ID: 69ba6e1947f34ce924a4a3ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","# Layers":"4"}. This record does not assert independent reproduction. ### ASI Accuracy: 88.75. Result ID: 69ba6e1947f34ce924a4a406. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18","# Layers":"2"}. This record does not assert independent reproduction. ### HOSVD Accuracy: 88.71. Result ID: 69ba6e1947f34ce924a4a405. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18","# Layers":"4"}. This record does not assert independent reproduction. ### ASI Accuracy: 88.44. Result ID: 69ba6e1947f34ce924a4a407. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18","# Layers":"4"}. This record does not assert independent reproduction. ### ASI Accuracy: 88.13. Result ID: 69ba6e1947f34ce924a4a3fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","# Layers":"2"}. This record does not assert independent reproduction. ### BP Accuracy: 60.01. Result ID: 69ba6e1947f34ce924a4a3f5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MCUNet","# Layers":"4"}. This record does not assert independent reproduction. ### LANCE Accuracy: 58.05. Result ID: 69ba6e1947f34ce924a4a3f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MCUNet","# Layers":"4"}. This record does not assert independent reproduction. ### HOSVD Accuracy: 57.89. Result ID: 69ba6e1947f34ce924a4a3f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MCUNet","# Layers":"4"}. This record does not assert independent reproduction. ### LANCE Accuracy: 57.26. Result ID: 69ba6e1947f34ce924a4a3f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MCUNet","# Layers":"2"}. This record does not assert independent reproduction. ### BP Accuracy: 56.3. Result ID: 69ba6e1947f34ce924a4a3f4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MCUNet","# Layers":"2"}. This record does not assert independent reproduction. ### HOSVD Accuracy: 56.11. Result ID: 69ba6e1947f34ce924a4a3f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MCUNet","# Layers":"2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.