gbaako1/GALAMSEY-DETECTION

Web-Based Geographic Information System (WebGIS) platform to enable near real-time detection and monitoring of illegal mining activities in the Amansie West District of Ghana. # YOLOR implementation of paper - You Only Learn One Representation: Unified Network for Multiple Tasks To get the results on the table, please use this branch. | Model | Test Size | AP test | AP 50 test | AP 75 test | batch1 throughput | batch32 inference | | :-- | :-: | :-: | :-: | :-: | :-: | :-: | | **YOLOR-CSP** | 640 | **52.8%** | **71.2%** | **57.6%** | 106 *fps* | 3.2 *ms* | | **YOLOR-CSP-X** | 640 | **54.8%** | **73.1%** | **59.7%** | 87 *fps* | 5.5 *ms* | | **YOLOR-P6** | 1280 | **55.7%** | **73.3%** | **61.0%** | 76 *fps* | 8.3 *ms* | | **YOLOR-W6** | 1280 | **56.9%** | **74.4%** | **62.2%** | 66 *fps* | 10.7 *ms* | | **YOLOR-E6** | 1280 | **57.6%** | **75.2%** | **63.0%** | 45 *fps* | 17.1 *ms* | | **YOLOR-D6** | 1280 | **58.2%** | **75.8%** | **63.8%** | 34 *fps* | 21.8 *ms* | | | | | | | | | | **YOLOv4-P5** | 896 | **51.8%** | **70.3%** | **56.6%** | 41 *fps* (old) | - | | **YOLOv4-P6** | 1280 | **54.5%** | **72.6%** | **59.8%** | 30 *fps* (old) | - | | **YOLOv4-P7** | 1536 | **55.5%** | **73.4%** | **60.8%** | 16 *fps* (old) | - | | | | | | | | | * Fix the speed bottleneck on our NFS, many thanks to NCHC, TWCC, and NARLabs support teams. | Model | Test Size | AP val | AP 50 val | AP 75 val | AP S val | AP M val | AP L val | weights | | :-- | :-: | :-: | :-: | :-: | :-: | :-: | :-: | :-: | | **YOLOv4-CSP** | 640 | **49.1%** | **67.7%** | **53.8%** | **32.1%** | **54.4%** | **63.2%** | - | | **YOLOR-CSP** | 640 | **49.2%** | **67.6%** | **53.7%** | **32.9%** | **54.4%** | **63.0%** | weights | | **YOLOR-CSP*** | 640 | **50.0%** | **68.7%** | **54.3%** | **34.2%** | **55.1%** | **64.3%** | weights | | | | | | | | | | **YOLOv4-CSP-X** | 640 | **50.9%** | **69.3%** | **55.4%** | **35.3%** | **55.8%** | **64.8%** | - | | **YOLOR-CSP-X** | 640 | **51.1%** | **69.6%** | **55.7%** | **35.7%** | **56.0%** | **65.2%** | weights | | **YOLOR-CSP-X*** | 640 | **51.5%** | **69.9%** | **56.1%** | **35.8%** | **56.8%** | …