# Image Classification on ImageNet (val) (Top-1 Accuracy and WCR) Source: [Image Classification on ImageNet (val) (Top-1 Accuracy and WCR)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:23.417Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting Top-1 accuracy alongside Weight Compression Rate (WCR). 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) | ImageNet (val) | | Metric | WCR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [WCR](): Higher is better; unit: SCALAR. - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | WCR | Result date | Report paper | | --- | --- | --- | --- | | HMQ | 15.7 | Not recorded | 68fa67f31e209131cea19538 | | HAQ | 15.47 | Not recorded | 68fa67f31e209131cea19538 | | HAQ | 14.8 | Not recorded | 68fa67f31e209131cea19538 | | HMQ | 14.4 | Not recorded | 68fa67f31e209131cea19538 | | HMQ | 14.15 | Not recorded | 68fa67f31e209131cea19538 | | HAQ | 14.07 | Not recorded | 68fa67f31e209131cea19538 | | HMQ | 10.9 | Not recorded | 68fa67f31e209131cea19538 | | HMQ | 10.68 | Not recorded | 68fa67f31e209131cea19538 | | HAQ | 10.41 | Not recorded | 68fa67f31e209131cea19538 | | HAQ | 10.22 | Not recorded | 68fa67f31e209131cea19538 | | HMQ | 9.71 | Not recorded | 68fa67f31e209131cea19538 | | HAQ | 9.68 | Not recorded | 68fa67f31e209131cea19538 | | HMQ | 9.01 | Not recorded | 68fa67f31e209131cea19538 | | HAQ | 8 | Not recorded | 68fa67f31e209131cea19538 | | HAQ | 7.8 | Not recorded | 68fa67f31e209131cea19538 | | HMQ | 7.7 | Not recorded | 68fa67f31e209131cea19538 | | HMQ | 7.6 | Not recorded | 68fa67f31e209131cea19538 | | HAQ | 7.46 | Not recorded | 68fa67f31e209131cea19538 | ### HMQ WCR: 15.7. Result ID: 698d4ee58b517eb43320891a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Target compression rate group":"~16","Target weight compression rate (Rw)":16,"Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HAQ WCR: 15.47. Result ID: 698d4ee58b517eb433208919. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Target compression rate group":"~16","Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HAQ WCR: 14.8. Result ID: 698d4ee58b517eb43320890d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV1","Target compression rate group":"~16","Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HMQ WCR: 14.4. Result ID: 698d4ee58b517eb433208914. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","Target compression rate group":"~16","Target weight compression rate (Rw)":16,"Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HMQ WCR: 14.15. Result ID: 698d4ee58b517eb43320890e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MobileNetV1","Target compression rate group":"~16","Target weight compression rate (Rw)":16,"Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HAQ WCR: 14.07. Result ID: 698d4ee58b517eb433208913. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","Target compression rate group":"~16","Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HMQ WCR: 10.9. Result ID: 698d4ee58b517eb43320891c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Target compression rate group":"~10","Target weight compression rate (Rw)":11,"Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HMQ WCR: 10.68. Result ID: 698d4ee58b517eb433208910. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MobileNetV1","Target compression rate group":"~10","Target weight compression rate (Rw)":11,"Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HAQ WCR: 10.41. Result ID: 698d4ee58b517eb43320891b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Target compression rate group":"~10","Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HAQ WCR: 10.22. Result ID: 698d4ee58b517eb43320890f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV1","Target compression rate group":"~10","Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HMQ WCR: 9.71. Result ID: 698d4ee58b517eb433208916. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","Target compression rate group":"~10","Target weight compression rate (Rw)":10,"Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HAQ WCR: 9.68. Result ID: 698d4ee58b517eb433208915. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","Target compression rate group":"~10","Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HMQ WCR: 9.01. Result ID: 698d4ee58b517eb43320891e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Target compression rate group":"~8","Target weight compression rate (Rw)":9,"Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HAQ WCR: 8. Result ID: 698d4ee58b517eb43320891d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Target compression rate group":"~8","Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HAQ WCR: 7.8. Result ID: 698d4ee58b517eb433208911. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV1","Target compression rate group":"~8","Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HMQ WCR: 7.7. Result ID: 698d4ee58b517eb433208918. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","Target compression rate group":"~8","Target weight compression rate (Rw)":8,"Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HMQ WCR: 7.6. Result ID: 698d4ee58b517eb433208912. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MobileNetV1","Target compression rate group":"~8","Target weight compression rate (Rw)":8,"Activation quantization (Ra)":4}. This record does not assert independent reproduction. ### HAQ WCR: 7.46. Result ID: 698d4ee58b517eb433208917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2","Target compression rate group":"~8","Activation quantization (Ra)":4}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.