# Object Detection on ACDC Round 5 (test) Source: [Object Detection on ACDC Round 5 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:49.687Z Evaluation of Object Detection performance on the ACDC Round 5 test split, reporting metrics specifically for adverse environmental conditions (Snow, Rain, Night, Fog). 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 | Object Detection | | Dataset (including any stated split) | ACDC Cityscapes -\> ACDC Round 5 (test) | | Metric | Performance (Snow) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Performance (Snow)](): Higher is better; unit: PERCENT. - [Performance (Rain)](): Higher is better; unit: PERCENT. - [Performance (Night)](): Higher is better; unit: PERCENT. - [Performance (Fog)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Performance (Snow) | Result date | Report paper | | --- | --- | --- | --- | | Sensitivity-Guided Pruning | 24.7 | Not recorded | 68fa791a1e209131cea7c249 | | WHW | 24 | Not recorded | 68fa791a1e209131cea7c249 | | ActMAD | 23.4 | Not recorded | 68fa791a1e209131cea7c249 | | Direct Test | 21.8 | Not recorded | 68fa791a1e209131cea7c249 | | TeST | 21.8 | Not recorded | 68fa791a1e209131cea7c249 | | STFAR | 21.7 | Not recorded | 68fa791a1e209131cea7c249 | | DUA | 21.1 | Not recorded | 68fa791a1e209131cea7c249 | ### Sensitivity-Guided Pruning Performance (Snow): 24.7. Result ID: 6995c62a3badfaffe6c991d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fwd FLOPS":"226.2","Bwd FLOPS":"226.6","Total FLOPS":"452.8"}. This record does not assert independent reproduction. ### WHW Performance (Snow): 24. Result ID: 6995c62a3badfaffe6c991d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fwd FLOPS":"253.0","Bwd FLOPS":"255.2","Total FLOPS":"508.2"}. This record does not assert independent reproduction. ### ActMAD Performance (Snow): 23.4. Result ID: 6995c62a3badfaffe6c991d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fwd FLOPS":"250.7","Bwd FLOPS":"501.4","Total FLOPS":"752.2"}. This record does not assert independent reproduction. ### Direct Test Performance (Snow): 21.8. Result ID: 6995c62a3badfaffe6c991cc. [Reporting paper]() Recorded evaluation configuration: {"Fwd FLOPS":"250.7","Bwd FLOPS":"0","Total FLOPS":"250.7"}. This record does not assert independent reproduction. ### TeST Performance (Snow): 21.8. Result ID: 6995c62a3badfaffe6c991cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fwd FLOPS":"1011.1","Bwd FLOPS":"953.2","Total FLOPS":"1964.2"}. This record does not assert independent reproduction. ### STFAR Performance (Snow): 21.7. Result ID: 6995c62a3badfaffe6c991cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fwd FLOPS":"501.4","Bwd FLOPS":"501.4","Total FLOPS":"1002.9"}. This record does not assert independent reproduction. ### DUA Performance (Snow): 21.1. Result ID: 6995c62a3badfaffe6c991ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fwd FLOPS":"250.7","Bwd FLOPS":"0","Total FLOPS":"250.7"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.