# Target Detection on IRBFD-syn Source: [Target Detection on IRBFD-syn]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:28.448Z Evaluation of Target Detection performance on the IRBFD-syn dataset, reporting Precision (P) and Recall (R). 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 | Target Detection | | Dataset (including any stated split) | IRBFD-syn | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | UniCD | 99.9 | Not recorded | 68fa77e31e209131cea75d36 | | DAGNet | 99.4 | Not recorded | 68fa77e31e209131cea75d36 | | DAGNet | 97.8 | Not recorded | 68fa77e31e209131cea75d36 | | DAGNet | 96.6 | Not recorded | 68fa77e31e209131cea75d36 | | DAGNet | 96.6 | Not recorded | 68fa77e31e209131cea75d36 | | YOLO11L | 96.3 | Not recorded | 68fa77e31e209131cea75d36 | | YOLO11L | 92.4 | Not recorded | 68fa77e31e209131cea75d36 | | YOLO11L | 92.3 | Not recorded | 68fa77e31e209131cea75d36 | | DINO | 90.4 | Not recorded | 68fa77e31e209131cea75d36 | | YOLO11L | 89.8 | Not recorded | 68fa77e31e209131cea75d36 | | YOLO11L | 82.5 | Not recorded | 68fa77e31e209131cea75d36 | | DAGNet | 72.4 | Not recorded | 68fa77e31e209131cea75d36 | | Deformable DETR | 61.4 | Not recorded | 68fa77e31e209131cea75d36 | | DAGNet | 59.9 | Not recorded | 68fa77e31e209131cea75d36 | | MSHNet | 40.7 | Not recorded | 68fa77e31e209131cea75d36 | | YOLO11L | 13.1 | Not recorded | 68fa77e31e209131cea75d36 | | LESPS | 3.3 | Not recorded | 68fa77e31e209131cea75d36 | ### UniCD Precision: 99.9. Result ID: 6995718a3badfaffe666f956. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Union","FPS":32}. This record does not assert independent reproduction. ### DAGNet Precision: 99.4. Result ID: 6995718a3badfaffe666f948. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Direct","Pub' Year":"TII'23","FPS":43}. This record does not assert independent reproduction. ### DAGNet Precision: 97.8. Result ID: 6995718a3badfaffe666f94d. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Separate","NUC":"Liu","Pub' Year":"IPT'16","FPS":"\<1"}. This record does not assert independent reproduction. ### DAGNet Precision: 96.6. Result ID: 6995718a3badfaffe666f94f. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Separate","NUC":"DMRN","Pub' Year":"GRSL'19","FPS":36}. This record does not assert independent reproduction. ### DAGNet Precision: 96.6. Result ID: 6995718a3badfaffe666f951. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Separate","NUC":"Shi","Pub' Year":"AO'22","FPS":"\<1"}. This record does not assert independent reproduction. ### YOLO11L Precision: 96.3. Result ID: 6995718a3badfaffe666f94b. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Direct","Pub' Year":"2024","FPS":42}. This record does not assert independent reproduction. ### YOLO11L Precision: 92.4. Result ID: 6995718a3badfaffe666f950. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Separate","NUC":"Shi","Pub' Year":"AO'22","FPS":"\<1"}. This record does not assert independent reproduction. ### YOLO11L Precision: 92.3. Result ID: 6995718a3badfaffe666f94e. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Separate","NUC":"DMRN","Pub' Year":"GRSL'19","FPS":35}. This record does not assert independent reproduction. ### DINO Precision: 90.4. Result ID: 6995718a3badfaffe666f947. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Direct","Pub' Year":"ICLR'21","FPS":26}. This record does not assert independent reproduction. ### YOLO11L Precision: 89.8. Result ID: 6995718a3badfaffe666f94c. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Separate","NUC":"Liu","Pub' Year":"IPT'16","FPS":"\<1"}. This record does not assert independent reproduction. ### YOLO11L Precision: 82.5. Result ID: 6995718a3badfaffe666f954. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Separate","NUC":"AHBC","Pub' Year":"TGRS'24","FPS":"\<1"}. This record does not assert independent reproduction. ### DAGNet Precision: 72.4. Result ID: 6995718a3badfaffe666f955. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Separate","NUC":"AHBC","Pub' Year":"TGRS'24","FPS":"\<1"}. This record does not assert independent reproduction. ### Deformable DETR Precision: 61.4. Result ID: 6995718a3badfaffe666f946. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Direct","Pub' Year":"ICLR'21","FPS":24}. This record does not assert independent reproduction. ### DAGNet Precision: 59.9. Result ID: 6995718a3badfaffe666f953. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Separate","NUC":"TV-DIP","Pub' Year":"IPT'23","FPS":30}. This record does not assert independent reproduction. ### MSHNet Precision: 40.7. Result ID: 6995718a3badfaffe666f94a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Direct","Pub' Year":"CVPR 24","FPS":41}. This record does not assert independent reproduction. ### YOLO11L Precision: 13.1. Result ID: 6995718a3badfaffe666f952. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Separate","NUC":"TV-DIP","Pub' Year":"IPT'23","FPS":29}. This record does not assert independent reproduction. ### LESPS Precision: 3.3. Result ID: 6995718a3badfaffe666f949. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Direct","Pub' Year":"CVPR 23","FPS":12}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.