# Single-ingredient odor classification on SMELLNET BASE Source: [Single-ingredient odor classification on SMELLNET BASE]() Collection index: [llms.txt]() Data updated: 2026-04-15T07:12:09.702Z Evaluation of model performance on single-ingredient odor classification using the SMELLNET BASE dataset, measured by Acc@1, Acc@5, 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 | Single-ingredient odor classification | | Dataset (including any stated split) | SMELLNET BASE | | Metric | Accuracy@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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@1](): Higher is better; unit: PERCENT. - [Accuracy@5](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Delta Accuracy@1](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy@1 | Result date | Report paper | | --- | --- | --- | --- | | SCENTFORMER | 63.3 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 58.9 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 57.9 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 56.9 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | SCENTFORMER | 56.1 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 52.7 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | SCENTFORMER | 52.6 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 50.6 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 50.6 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | SCENTFORMER | 50.6 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 46.9 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 45.7 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | SCENTFORMER | 39.9 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | SCENTFORMER | 39.5 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 35.2 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | SCENTFORMER | 35.1 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | SCENTFORMER | 34.7 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 31.9 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 30.8 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 29.5 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 29.3 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | LSTM | 28.8 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 27.7 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 26.8 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 26.7 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | CNN | 25.5 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 24.7 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 24.3 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 24.1 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 21.9 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 21 | Not recorded | 68fa7c0e1e209131cea8c2a2 | | MLP | 18.2 | Not recorded | 68fa7c0e1e209131cea8c2a2 | ### SCENTFORMER Accuracy@1: 63.3. Result ID: 69df39c547f34ce924c7891a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"25","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### CNN Accuracy@1: 58.9. Result ID: 69df39c547f34ce924c7890a. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"25","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### LSTM Accuracy@1: 57.9. Result ID: 69df39c547f34ce924c78911. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"25","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### LSTM Accuracy@1: 56.9. Result ID: 69df39c547f34ce924c78912. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"25","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### SCENTFORMER Accuracy@1: 56.1. Result ID: 69df39c547f34ce924c78919. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"25","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### CNN Accuracy@1: 52.7. Result ID: 69df39c547f34ce924c78909. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"25","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### SCENTFORMER Accuracy@1: 52.6. Result ID: 69df39c547f34ce924c78916. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"25","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### LSTM Accuracy@1: 50.6. Result ID: 69df39c547f34ce924c7890d. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"25","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### LSTM Accuracy@1: 50.6. Result ID: 69df39c547f34ce924c7890e. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"25","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### SCENTFORMER Accuracy@1: 50.6. Result ID: 69df39c547f34ce924c78915. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"25","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### CNN Accuracy@1: 46.9. Result ID: 69df39c547f34ce924c78905. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"25","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### CNN Accuracy@1: 45.7. Result ID: 69df39c547f34ce924c78906. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"25","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### SCENTFORMER Accuracy@1: 39.9. Result ID: 69df39c547f34ce924c78917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"0","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### SCENTFORMER Accuracy@1: 39.5. Result ID: 69df39c547f34ce924c78918. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"0","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### LSTM Accuracy@1: 35.2. Result ID: 69df39c547f34ce924c78910. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"0","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### SCENTFORMER Accuracy@1: 35.1. Result ID: 69df39c547f34ce924c78913. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"0","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### SCENTFORMER Accuracy@1: 34.7. Result ID: 69df39c547f34ce924c78914. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"0","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### LSTM Accuracy@1: 31.9. Result ID: 69df39c547f34ce924c7890c. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"0","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### MLP Accuracy@1: 30.8. Result ID: 69df39c547f34ce924c78902. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"25","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### CNN Accuracy@1: 29.5. Result ID: 69df39c547f34ce924c78907. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"0","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### LSTM Accuracy@1: 29.3. Result ID: 69df39c547f34ce924c7890b. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"0","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### LSTM Accuracy@1: 28.8. Result ID: 69df39c547f34ce924c7890f. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"0","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### CNN Accuracy@1: 27.7. Result ID: 69df39c547f34ce924c78904. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"0","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### MLP Accuracy@1: 26.8. Result ID: 69df39c547f34ce924c78901. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"25","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### CNN Accuracy@1: 26.7. Result ID: 69df39c547f34ce924c78908. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"0","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### CNN Accuracy@1: 25.5. Result ID: 69df39c547f34ce924c78903. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"0","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### MLP Accuracy@1: 24.7. Result ID: 69df39c547f34ce924c788fe. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"25","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### MLP Accuracy@1: 24.3. Result ID: 69df39c547f34ce924c78900. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"0","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### MLP Accuracy@1: 24.1. Result ID: 69df39c547f34ce924c788fc. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"0","Training Modality":"Cross-modal"}. This record does not assert independent reproduction. ### MLP Accuracy@1: 21.9. Result ID: 69df39c547f34ce924c788fb. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"0","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### MLP Accuracy@1: 21. Result ID: 69df39c547f34ce924c788ff. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"100","Period differencing (p)":"0","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. ### MLP Accuracy@1: 18.2. Result ID: 69df39c547f34ce924c788fd. [Reporting paper]() Recorded evaluation configuration: {"Window (w)":"50","Period differencing (p)":"25","Training Modality":"Sensor-only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.