# Image Classification on STL-10 (Standard Accuracy) Source: [Image Classification on STL-10 (Standard Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-19T08:59:30.835Z Evaluation of standard Image Classification performance on the STL-10 dataset, reporting general Top-1 Accuracy. 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) | STL-10 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | StarFT | 99 | Not recorded | 6a0a9d2cdbc836b87d82b4d7 | | CaRot | 98.7 | Not recorded | 6a0a9d2cdbc836b87d82b4d7 | | SAE-FT | 98.7 | Not recorded | 6a0a9d2cdbc836b87d82b4d7 | | FLYP | 98.5 | Not recorded | 6a0a9d2cdbc836b87d82b4d7 | | Zero-shot | 98.3 | Not recorded | 6a0a9d2cdbc836b87d82b4d7 | | WiSE-FT | 98.1 | Not recorded | 6a0a9d2cdbc836b87d82b4d7 | | Simple Averaging | 97.2 | Not recorded | 6a0beeb5dbc836b87d82c544 | | WUDI-Merging w/ E-PMQ | 96.88 | Not recorded | 6a0beeb5dbc836b87d82c544 | | CAR-FT | 96.7 | Not recorded | 6a0a9d2cdbc836b87d82b4d7 | | Simple Averaging w/ GPTQ | 96.63 | Not recorded | 6a0beeb5dbc836b87d82c544 | | Simple Averaging w/ RTN | 96.45 | Not recorded | 6a0beeb5dbc836b87d82c544 | | WUDI-Merging | 96.1 | Not recorded | 6a0beeb5dbc836b87d82c544 | | Simple Averaging w/ AWQ | 96.05 | Not recorded | 6a0beeb5dbc836b87d82c544 | | WUDI-Merging w/ GPTQ | 95.66 | Not recorded | 6a0beeb5dbc836b87d82c544 | | FT | 95.3 | Not recorded | 6a0a9d2cdbc836b87d82b4d7 | | Simple Averaging w/ E-PMQ | 95.1 | Not recorded | 6a0beeb5dbc836b87d82c544 | | WUDI-Merging w/ AWQ | 94.95 | Not recorded | 6a0beeb5dbc836b87d82c544 | | TIES-Merging | 94.8 | Not recorded | 6a0beeb5dbc836b87d82c544 | | WUDI-Merging w/ RTN | 94.7 | Not recorded | 6a0beeb5dbc836b87d82c544 | | TIES-Merging w/ E-PMQ | 94.59 | Not recorded | 6a0beeb5dbc836b87d82c544 | | TIES-Merging w/ GPTQ | 94.45 | Not recorded | 6a0beeb5dbc836b87d82c544 | | Task Arithmetic w/ E-PMQ | 94.25 | Not recorded | 6a0beeb5dbc836b87d82c544 | | TIES-Merging w/ RTN | 93.88 | Not recorded | 6a0beeb5dbc836b87d82c544 | | TIES-Merging w/ AWQ | 93.45 | Not recorded | 6a0beeb5dbc836b87d82c544 | | Task Arithmetic | 84.6 | Not recorded | 6a0beeb5dbc836b87d82c544 | | Task Arithmetic w/ GPTQ | 83.58 | Not recorded | 6a0beeb5dbc836b87d82c544 | | Task Arithmetic w/ AWQ | 83.55 | Not recorded | 6a0beeb5dbc836b87d82c544 | | Task Arithmetic w/ RTN | 82.76 | Not recorded | 6a0beeb5dbc836b87d82c544 | ### StarFT Top-1 Accuracy: 99. Result ID: 6a0ad28e47f34ce924f11772. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CaRot Top-1 Accuracy: 98.7. Result ID: 6a0ad28e47f34ce924f11770. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### SAE-FT Top-1 Accuracy: 98.7. Result ID: 6a0ad28e47f34ce924f11773. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### FLYP Top-1 Accuracy: 98.5. Result ID: 6a0ad28e47f34ce924f1176e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Zero-shot Top-1 Accuracy: 98.3. Result ID: 6a0ad28e47f34ce924f1176c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### WiSE-FT Top-1 Accuracy: 98.1. Result ID: 6a0ad28e47f34ce924f11771. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Simple Averaging Top-1 Accuracy: 97.2. Result ID: 6a0c2667fbc373592c025eb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Merging Strategy":"Simple Averaging","Quantization Method":"None","Model Backbone":"CLIP-ViT-B/32","Bit-width":"Full"}. This record does not assert independent reproduction. ### WUDI-Merging w/ E-PMQ Top-1 Accuracy: 96.88. Result ID: 6a0c2667fbc373592c025ec8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Merging Strategy":"WUDI-Merging","Quantization Method":"E-PMQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### CAR-FT Top-1 Accuracy: 96.7. Result ID: 6a0ad28e47f34ce924f1176f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Simple Averaging w/ GPTQ Top-1 Accuracy: 96.63. Result ID: 6a0c2667fbc373592c025eb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"Simple Averaging","Quantization Method":"GPTQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### Simple Averaging w/ RTN Top-1 Accuracy: 96.45. Result ID: 6a0c2667fbc373592c025eb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Merging Strategy":"Simple Averaging","Quantization Method":"RTN","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### WUDI-Merging Top-1 Accuracy: 96.1. Result ID: 6a0c2667fbc373592c025ec4. [Reporting paper]() Recorded evaluation configuration: {"Merging Strategy":"WUDI-Merging","Quantization Method":"None","Model Backbone":"CLIP-ViT-B/32","Bit-width":"Full"}. This record does not assert independent reproduction. ### Simple Averaging w/ AWQ Top-1 Accuracy: 96.05. Result ID: 6a0c2667fbc373592c025eb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"Simple Averaging","Quantization Method":"AWQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### WUDI-Merging w/ GPTQ Top-1 Accuracy: 95.66. Result ID: 6a0c2667fbc373592c025ec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"WUDI-Merging","Quantization Method":"GPTQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### FT Top-1 Accuracy: 95.3. Result ID: 6a0ad28e47f34ce924f1176d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Simple Averaging w/ E-PMQ Top-1 Accuracy: 95.1. Result ID: 6a0c2667fbc373592c025eb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Merging Strategy":"Simple Averaging","Quantization Method":"E-PMQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### WUDI-Merging w/ AWQ Top-1 Accuracy: 94.95. Result ID: 6a0c2667fbc373592c025ec7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"WUDI-Merging","Quantization Method":"AWQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### TIES-Merging Top-1 Accuracy: 94.8. Result ID: 6a0c2667fbc373592c025ebf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"TIES-Merging","Quantization Method":"None","Model Backbone":"CLIP-ViT-B/32","Bit-width":"Full"}. This record does not assert independent reproduction. ### WUDI-Merging w/ RTN Top-1 Accuracy: 94.7. Result ID: 6a0c2667fbc373592c025ec5. [Reporting paper]() Recorded evaluation configuration: {"Merging Strategy":"WUDI-Merging","Quantization Method":"RTN","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### TIES-Merging w/ E-PMQ Top-1 Accuracy: 94.59. Result ID: 6a0c2667fbc373592c025ec3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Merging Strategy":"TIES-Merging","Quantization Method":"E-PMQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### TIES-Merging w/ GPTQ Top-1 Accuracy: 94.45. Result ID: 6a0c2667fbc373592c025ec1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"TIES-Merging","Quantization Method":"GPTQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### Task Arithmetic w/ E-PMQ Top-1 Accuracy: 94.25. Result ID: 6a0c2667fbc373592c025ebe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Merging Strategy":"Task Arithmetic","Quantization Method":"E-PMQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### TIES-Merging w/ RTN Top-1 Accuracy: 93.88. Result ID: 6a0c2667fbc373592c025ec0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"TIES-Merging","Quantization Method":"RTN","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### TIES-Merging w/ AWQ Top-1 Accuracy: 93.45. Result ID: 6a0c2667fbc373592c025ec2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"TIES-Merging","Quantization Method":"AWQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### Task Arithmetic Top-1 Accuracy: 84.6. Result ID: 6a0c2667fbc373592c025eba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"Task Arithmetic","Quantization Method":"None","Model Backbone":"CLIP-ViT-B/32","Bit-width":"Full"}. This record does not assert independent reproduction. ### Task Arithmetic w/ GPTQ Top-1 Accuracy: 83.58. Result ID: 6a0c2667fbc373592c025ebc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"Task Arithmetic","Quantization Method":"GPTQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### Task Arithmetic w/ AWQ Top-1 Accuracy: 83.55. Result ID: 6a0c2667fbc373592c025ebd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"Task Arithmetic","Quantization Method":"AWQ","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. ### Task Arithmetic w/ RTN Top-1 Accuracy: 82.76. Result ID: 6a0c2667fbc373592c025ebb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Merging Strategy":"Task Arithmetic","Quantization Method":"RTN","Model Backbone":"CLIP-ViT-B/32","Bit-width":"4-bit"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.