Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

astronomy computer-vision deep-learning fastapi nvidia-gpu object-detection python pytorch real-time-detection rt-detr rtsp telescope websocket wildlife-monitoring
34 Open Issues Need Help Last updated: Nov 8, 2025

Open Issues Need Help

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AI Summary: This GitHub issue addresses a medium-security vulnerability where RTSP URLs containing username and password are created and subsequently logged or exposed in error messages. This flaw could lead to sensitive credential leakage. The proposed solution involves implementing a custom log filter to redact credentials from logs and sanitizing exception messages to prevent exposure.

Complexity: 2/5
good first issue medium-priority security

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue medium-priority accessibility

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
bug good first issue medium-priority edge-case

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue observability low-priority

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue configuration low-priority

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
bug good first issue medium-priority resource-leak

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
good first issue medium-priority performance testing

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
good first issue medium-priority testing

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue technical-debt low-priority

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
documentation enhancement good first issue low-priority

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
bug good first issue medium-priority deployment

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
bug good first issue medium-priority deployment

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
documentation enhancement good first issue medium-priority

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
documentation enhancement good first issue medium-priority

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
bug good first issue medium-priority configuration

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
bug good first issue medium-priority code-quality

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue medium-priority configuration code-quality

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
good first issue medium-priority security dependencies

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
good first issue high-priority dependencies

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
good first issue high-priority security testing

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
good first issue high-priority testing

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
good first issue medium-priority security configuration

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
good first issue medium-priority security

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
good first issue medium-priority security

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
good first issue high-priority security

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue validation

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue performance

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring

AI Summary: The current YOLOX inference system processes each camera's frames independently in separate threads, leading to inefficient GPU utilization due to small batch sizes (1). This issue proposes refactoring the architecture to batch frames from multiple cameras before sending them to the GPU, significantly reducing inference time and increasing GPU throughput. The goal is to transform 120 individual GPU calls per second into 30 batched calls, cutting GPU processing time by 66%.

Complexity: 4/5
enhancement good first issue gpu performance

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue performance

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring

AI Summary: The GitHub issue describes a performance problem where WebSocket detection messages are unnecessarily serialized and sent to clients, even when the underlying detection data hasn't changed meaningfully (e.g., empty frames, identical counts, minor bounding box movements). This leads to significant CPU overhead and network traffic, especially with multiple clients and high frame rates. The proposed solution involves implementing a change detection mechanism to only send messages when the detection data has truly changed.

Complexity: 3/5
enhancement good first issue performance

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue performance

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue error-handling

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue reliability

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring
enhancement good first issue

Real-time wildlife detection and telescope collision prevention system using RT-DETR + iNaturalist on NVIDIA A30

Python
#astronomy#computer-vision#deep-learning#fastapi#nvidia-gpu#object-detection#python#pytorch#real-time-detection#rt-detr#rtsp#telescope#websocket#wildlife-monitoring