# Image Classification on Flower102 (Zero-Shot) Source: [Image Classification on Flower102 (Zero-Shot)]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:14:00.986Z Evaluation of Zero-Shot Image Classification performance on the Flower102 dataset, reporting Zero-Shot Accuracy and Averaged set size. 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) | Flower102 | | Metric | Avg Set Size | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Avg Set Size](): Higher is better; unit: SCALAR. - [Zero-Shot Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg Set Size | Result date | Report paper | | --- | --- | --- | --- | | TOPK | 12.5 | Not recorded | 6a449f13e0224bd4f499313c | | L-TOPK (naive) | 11.14 | Not recorded | 6a449f13e0224bd4f499313c | | L-TOPK | 11.01 | Not recorded | 6a449f13e0224bd4f499313c | | L-APS | 8.94 | Not recorded | 6a449f13e0224bd4f499313c | | APS | 8.8 | Not recorded | 6a449f13e0224bd4f499313c | | L-APS (naive) | 8.56 | Not recorded | 6a449f13e0224bd4f499313c | | LAC | 7.79 | Not recorded | 6a449f13e0224bd4f499313c | | L-LAC | 7.6 | Not recorded | 6a449f13e0224bd4f499313c | | L-LAC (naive) | 7.34 | Not recorded | 6a449f13e0224bd4f499313c | | L-RAPS | 7.01 | Not recorded | 6a449f13e0224bd4f499313c | | RAPS | 6.97 | Not recorded | 6a449f13e0224bd4f499313c | | L-RAPS (naive) | 6.91 | Not recorded | 6a449f13e0224bd4f499313c | ### TOPK Avg Set Size: 12.5. Result ID: 6a44cc2973d097d845bf2986. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-TOPK (naive) Avg Set Size: 11.14. Result ID: 6a44cc2973d097d845bf2987. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-TOPK Avg Set Size: 11.01. Result ID: 6a44cc2973d097d845bf2988. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-APS Avg Set Size: 8.94. Result ID: 6a44cc2973d097d845bf298e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### APS Avg Set Size: 8.8. Result ID: 6a44cc2973d097d845bf298c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-APS (naive) Avg Set Size: 8.56. Result ID: 6a44cc2973d097d845bf298d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### LAC Avg Set Size: 7.79. Result ID: 6a44cc2973d097d845bf2989. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-LAC Avg Set Size: 7.6. Result ID: 6a44cc2973d097d845bf298b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-LAC (naive) Avg Set Size: 7.34. Result ID: 6a44cc2973d097d845bf298a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-RAPS Avg Set Size: 7.01. Result ID: 6a44cc2973d097d845bf2991. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### RAPS Avg Set Size: 6.97. Result ID: 6a44cc2973d097d845bf298f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-RAPS (naive) Avg Set Size: 6.91. Result ID: 6a44cc2973d097d845bf2990. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.