# Industrial Hazard Detection on Public Dataset SynSpill Source: [Industrial Hazard Detection on Public Dataset SynSpill]() Collection index: [llms.txt]() Data updated: 2026-04-23T09:53:40.227Z Evaluation of Industrial Hazard Detection performance on the Public Dataset SynSpill, measured using mAP@50. 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 | Industrial Hazard Detection | | Dataset (including any stated split) | Public Dataset SynSpill | | Metric | mAP@50 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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@50](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP@50 | Result date | Report paper | | --- | --- | --- | --- | | Qwen-VL 32B + LoRA (V+L) | 84 | Not recorded | 68fa7a931e209131cea83fe5 | | RF-DETR | 83 | Not recorded | 68fa7a931e209131cea83fe5 | | YOLOv11 | 81 | Not recorded | 68fa7a931e209131cea83fe5 | | Qwen-VL 7B + LoRA (V+L) | 78 | Not recorded | 68fa7a931e209131cea83fe5 | | Qwen-VL 32B | 42 | Not recorded | 68fa7a931e209131cea83fe5 | | Qwen-VL 7B | 35 | Not recorded | 68fa7a931e209131cea83fe5 | ### Qwen-VL 32B + LoRA (V+L) mAP@50: 84. Result ID: 69e9ec1247f34ce924d18e3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"PEFT","Training Data":"Synthetic + Public Data"}. This record does not assert independent reproduction. ### RF-DETR mAP@50: 83. Result ID: 69e9ec1247f34ce924d18e3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-Tuning","Training Data":"Synthetic + Public Data"}. This record does not assert independent reproduction. ### YOLOv11 mAP@50: 81. Result ID: 69e9ec1247f34ce924d18e3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-Tuning","Training Data":"Synthetic + Public Data"}. This record does not assert independent reproduction. ### Qwen-VL 7B + LoRA (V+L) mAP@50: 78. Result ID: 69e9ec1247f34ce924d18e3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"PEFT","Training Data":"Synthetic + Public Data"}. This record does not assert independent reproduction. ### Qwen-VL 32B mAP@50: 42. Result ID: 69e9ec1247f34ce924d18e3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### Qwen-VL 7B mAP@50: 35. Result ID: 69e9ec1247f34ce924d18e39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.