# Smell Classification on SmellNet smell-only (test) Source: [Smell Classification on SmellNet smell-only (test)]() Collection index: [llms.txt]() Data updated: 2026-06-26T09:11:15.005Z Evaluation of Smell Classification performance on the test split of the SmellNet smell-only dataset, reporting Accuracy and F1-score. 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 | Smell Classification | | Dataset (including any stated split) | SmellNet smell-only (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | See & Sniff | 63.75 | Not recorded | 6a3e07d1206542251d7cb77e | | Ours-Local | 62.75 | Not recorded | 6a3e07d1206542251d7cb77e | | Global-CLIP | 61.55 | Not recorded | 6a3e07d1206542251d7cb77e | | Ours-Global | 59.36 | Not recorded | 6a3e07d1206542251d7cb77e | | SmellNet (LSTM) | 57.9 | Not recorded | 6a3e07d1206542251d7cb77e | | See & Sniff | 57.71 | Not recorded | 6a3e07d1206542251d7cb77e | | SmellNet (Transformer) | 56.1 | Not recorded | 6a3e07d1206542251d7cb77e | | Ours-Local | 54.94 | Not recorded | 6a3e07d1206542251d7cb77e | | Ours-Global | 53.74 | Not recorded | 6a3e07d1206542251d7cb77e | | Global-CLIP | 53.19 | Not recorded | 6a3e07d1206542251d7cb77e | | SmellNet (LSTM) | 50.6 | Not recorded | 6a3e07d1206542251d7cb77e | | SmellNet (Transformer) | 50.6 | Not recorded | 6a3e07d1206542251d7cb77e | ### See & Sniff Accuracy: 63.75. Result ID: 6a3e422dfbc373592c60e6a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"100","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### Ours-Local Accuracy: 62.75. Result ID: 6a3e422dfbc373592c60e6a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"100","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### Global-CLIP Accuracy: 61.55. Result ID: 6a3e422dfbc373592c60e69d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"100","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### Ours-Global Accuracy: 59.36. Result ID: 6a3e422dfbc373592c60e69f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"100","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### SmellNet (LSTM) Accuracy: 57.9. Result ID: 6a3e422dfbc373592c60e699. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"100","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### See & Sniff Accuracy: 57.71. Result ID: 6a3e422dfbc373592c60e6a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"50","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### SmellNet (Transformer) Accuracy: 56.1. Result ID: 6a3e422dfbc373592c60e69b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"100","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### Ours-Local Accuracy: 54.94. Result ID: 6a3e422dfbc373592c60e6a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"50","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### Ours-Global Accuracy: 53.74. Result ID: 6a3e422dfbc373592c60e69e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"50","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### Global-CLIP Accuracy: 53.19. Result ID: 6a3e422dfbc373592c60e69c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"50","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### SmellNet (LSTM) Accuracy: 50.6. Result ID: 6a3e422dfbc373592c60e698. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"50","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. ### SmellNet (Transformer) Accuracy: 50.6. Result ID: 6a3e422dfbc373592c60e69a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p (sampling rate)":"25","W (window size)":"50","Evaluation Protocol":"linear probe"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.