Community Projects
See what the community is building with reComputer.
Build a Pose Estimation App with Codex on reComputer AI R2140
Build, deploy, and test a Hailo-8 pose estimation WebUI on reComputer AI R2140 with Codex, from SSH inspection to MP4 playback and download.
Build an Edge AI App with Codex on reComputer RK3576
Learn to use Codex to inspect a reComputer RK3576 over SSH, build and deploy an NPU-powered video detection WebUI, and verify the complete application on real hardware using a repeatable, prompt-driven workflow.
Qwen3-1.7B Long-Context Benchmark on RK1820
Test first-turn response, long-context retrieval, and multi-turn memory with Qwen3-1.7B running locally on reComputer RK3576 and an RK1820 accelerator.
RK1820 Vision Story Studio
Upload an image and turn it into a postcard, short story, scene description, or creative prompts with a local Qwen2.5-VL-3B model on reComputer RK3576 and RK1820.
Multimodal Retail AI Demo Center on reComputer RK3588
A local retail AI showcase combining smart-shelf vision, inventory-aware voice interaction, four-stream RKNN detection, and sales conversation analysis on reComputer RK3588.
One-Hand Pinch 3×3 Puzzle Game Based on MediaPipe Hand Landmarker
Real-time detection of 21 single-hand landmarks and pinch state using the MediaPipe Tasks Hand Landmarker model mapping "thumb + index finger pinch" directly to "drag / release" semantics — the player draws the ROI and plays the puzzle in front of the camera using only pinch gestures, with no keyboard, mouse, or touch screen required in the entire interaction chain.
Qwen3-4B Long-Context Benchmark on RK1828
Explore first-turn response, needle-in-a-haystack retrieval, and multi-turn memory with Qwen3-4B running locally on reComputer RK3576 and an RK1828 accelerator.
9-Filter Dual-Hand Pinch Demo with MediaPipe Hand Landmarker
Real-time detection of 21 hand key points and pinch state for both hands on CPU (XNNPACK-accelerated) using the MediaPipe Tasks Hand Landmarker model. "Both hands pinching simultaneously" maps directly to a quadrilateral ROI, and 9 image filters are applied live to the pixels inside the ROI.
Build an Interruptible Conversational Voice AI Terminal at the Edge
Build a voice terminal that listens and speaks locally, supports natural barge-in, and connects to either an OpenAI-compatible cloud endpoint or an on-device conversation model.
Three accelerators on one RK3576: built-in NPU vs Hailo-8 vs RK182x
The same YOLO26n on the reComputer RK3576's built-in NPU, on a Hailo-8 module and on an RK182x module, compared on single-stream and 8-stream FPS: Hailo-8 is the fastest on a single stream, RK182x is the best at 8 streams.
Build a Real-Time Queue Counter with YOLO11 on reComputer RK3576
Turn a video or RTSP stream into a live queue monitor that counts people only inside the area you define, powered by YOLO11 on the RK3576 NPU.
Zone Alert with YOLO11 on reComputer RK3576
Monitor a camera, video, or RTSP stream and record an event when a person or car enters a user-defined zone, with YOLO11 inference accelerated by the RK3576 NPU.
Build a 3D Human Pose Estimation system using reComputer RK3576
On the RK3576, a system has been deployed for capturing human body joint points and football movement paths and performing 3D reconstruction during football dribbling. Through YOLOv8n, YOLOv8n-pose, and Mathplotlib demonstration graph drawing algorithms, it achieves the capture and display of human posture and football movement trajectories.
Build an NVR System Based on Frigate on the reComputer RK3576
Deploy Frigate NVR on the reComputer RK3576 with one-click Docker deployment, enabling hardware-accelerated decoding and RKNN inference.
RK3588 VPU and NPU Hardware Acceleration Benchmark
Reproducible MPP benchmarks for NV12-to-MJPG/H.264/H.265 hardware encoding, MJPG-to-YUV420 hardware decoding, and RKNN acceleration of YOLOv8n, YOLOv8s, and YOLOv8m inference on the reComputer RK3588.
Understanding the Rockchip RKNN NPU Software Stack
Learn how RKNN-Toolkit2, RKNN Runtime, the RKNPU driver, and Rockchip NPU hardware work together, including model conversion, version compatibility, CNN, Transformer, and LLM deployment paths, and systematic troubleshooting on RK3576 and RK3588.
Egg Counting and Crack Detection Based on reComputer RK3576
The egg counting and crack detection system based on reComputer RK3576 simultaneously performs egg counting and crack/dirt detection on a conveyor belt line. Through Conveyor orchestration and IoU association, it outputs the position, count, and damage condition of each egg.
Intelligent Face Recognition System on the reComputer R2135
Uses YOLOv8n + SCRFD-10G + ArcFace MobileFaceNet on a reComputer (Hailo-8 NPU) to detect, align, and cluster pedestrians and faces in video, automatically building a face album organized by person that can be browsed from a minimal web page.
Real-time People-Attribute-Flow Analysis Web App on reComputer R + Hailo-8
Uses YOLOv8n pedestrian detection combined with Person Attribute ResNet attribute. recognition to perform offline video analysis on the reComputer R, with real-time。browser playback and statistics.
PPE Area Detection with Raspberry Pi 5 and Hailo-8
Check hardhats, safety vests, and masks inside a user-defined area with Hailo-8 accelerated detection and a browser dashboard on Raspberry Pi 5.
License Plate Recognition with Raspberry Pi 5 and Hailo-8
Detect license plates with Tiny-YOLOv4 and recognize numeric plate text with LPRNet using Hailo-8 accelerated inference on Raspberry Pi 5.
YOLO11 Quantization Comparison on reComputer RK3576
Convert YOLO11n from ONNX to RKNN and compare FP16, INT8, and W4A16 model size, inference speed, runtime memory, and COCO accuracy on reComputer RK3576.
Real-Time Pull-Up Counter on reComputer RK3576
A YOLO11 pose application that uses the RK3576 NPU to detect a person, draw the body skeleton and bounding box, and count pull-ups in real time from video, camera, or RTSP input.
Building Real-Time Traffic Analytics on Raspberry Pi 5 with Hailo-8
Run local traffic analytics on Raspberry Pi 5 with Hailo-8. Count vehicles in selected areas, track their movement, and measure directional line crossings from one browser dashboard.
Deploying Viseron on the reComputer R2245
Benchmarks continuous Viseron recording on the reComputer R2245 and validates Hailo-8 integration.
Pothole Detection with Raspberry Pi 5 and Hailo-8
Detect road potholes from video using a YOLOv8n HEF model on Hailo-8, with ROI road-area filtering, temporal gap-fill tracking, and a browser MJPEG dashboard on Raspberry Pi 5.
Retail Shelf Detection with Raspberry Pi 5 and Hailo-8
Detect shelf products, track inventory changes, and monitor pickup and low-stock events from a browser dashboard with Hailo-8 accelerated inference on Raspberry Pi 5.
RK3576 VPU and NPU Hardware Acceleration Benchmark
Benchmark results for MPP hardware-accelerated YUV420 to MJPG/H264/H265 encoding, MJPG to YUV420 decoding, and RKNN acceleration of YOLOv8n, YOLOv8s, and YOLOv8m inference on the reComputer RK3576.
Airborne Object Detection on reComputer RK3576
VisDrone-trained YOLOv8s for aerial object detection on RK3576, supporting 11 airborne classes including pedestrian, vehicle, and cyclist.
Building a Private Home Assistant Voice Assistant on the RK3576
Build a private, local Home Assistant voice assistant on the Rockchip RK3576. The stack combines Whisper for speech recognition, Piper for speech synthesis, openWakeWord for wake-word detection, and Qwen for local conversation—all accelerated by the RK3576 NPU.
Multi-scenario Fall Detection Based on reComputer RK3576
Fall behavior detection in multi-scenario and multi-target situations using the YOLOv8n‑pose model, with inference acceleration powered by the reComputer RK3576, and simple information feedback via a web page.
Vehicle Obstacle Detection on reComputer RK3576
Real-time detection of vehicles, pedestrians, two-wheelers, and traffic signs in driving footage using YOLOv8n on the RK3576 NPU, with on-device inference accelerated by the 2 TOPS NPU; draw "obstacle risk zone" polygons on a web UI, trigger warnings for any target that enters a region, and emit annotated JPEG snapshots.
YOLOv8 Real-time Inference CPP Project with reComputer RK3576
A multi-source input, multi-stream output, YOLOv8 real-time inference project based on RK3576, RKNN, MPP, RGA, and ZLMediaKit.
Football Player Tracking Analysis Using reComputer RK3576
Leverage reComputer RK3576 RGA 2D hardware acceleration and VPU MPP acceleration. Run the YOLOv8n model to detect football players and achieve real-time analysis.
OpenClaw on reComputer - Privacy-First Emotion AI Agent
A privacy-first AI companion that detects your emotions via webcam and responds with the right tone—built on reComputer with OpenClaw.
Object Detection with YOLO11 on reComputer-RK
Industrial CV solution for RK3588/RK3576: NPU-accelerated YOLO11 & MJPEG streaming.
Gun detection with Frigate NVR on R2000
Real-time AI firearm detection on reComputer R using YOLO11 and Hailo.
Deploy NVBlox with Orbbec Camera on Jetson AGX Orin
Isaac ROS NVBlox: GPU-powered real-time 3D mapping for robots.