# Object Detection on BDD100K Daytime-Foggy Source: [Object Detection on BDD100K Daytime-Foggy]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:30.941Z Evaluation of Object Detection performance on the Daytime and Foggy conditions subset of the BDD100K dataset, reporting class-specific metrics (bus, bike, car, etc.) and overall mAP. 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) | BDD100K Daytime-Foggy | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [mAP](): Higher is better; unit: PERCENT. - [Bus AP](): Higher is better; unit: PERCENT. - [Bike AP](): Higher is better; unit: PERCENT. - [Car AP](): Higher is better; unit: PERCENT. - [Motor AP](): Higher is better; unit: PERCENT. - [Person AP](): Higher is better; unit: PERCENT. - [Rider AP](): Higher is better; unit: PERCENT. - [Truck AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | SRCD | 35.9 | Not recorded | 68fa6ffb1e209131cea484fd | | CDSD | 33.5 | Not recorded | 68fa6ffb1e209131cea484fd | | SHADE | 33.4 | Not recorded | 68fa6ffb1e209131cea484fd | | Faster-RCNN | 31.9 | Not recorded | 68fa6ffb1e209131cea484fd | | ISW | 31.8 | Not recorded | 68fa6ffb1e209131cea484fd | | SW | 30.8 | Not recorded | 68fa6ffb1e209131cea484fd | | IBN-Net | 29.6 | Not recorded | 68fa6ffb1e209131cea484fd | | IterNorm | 28.4 | Not recorded | 68fa6ffb1e209131cea484fd | ### SRCD mAP: 35.9. Result ID: 699104943a6c314849050cd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CDSD mAP: 33.5. Result ID: 699104943a6c314849050cd3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SHADE mAP: 33.4. Result ID: 699104943a6c314849050cd4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Faster-RCNN mAP: 31.9. Result ID: 699104943a6c314849050cce. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ISW mAP: 31.8. Result ID: 699104943a6c314849050cd2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SW mAP: 30.8. Result ID: 699104943a6c314849050ccf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IBN-Net mAP: 29.6. Result ID: 699104943a6c314849050cd0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IterNorm mAP: 28.4. Result ID: 699104943a6c314849050cd1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.