Porting VLM to iOS: Implementation Notes and Challenges
A look at the process and challenges of adding an on-device VLM to a YOLO-based real-time detection app.
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PlaneTrack: Real-Time Object Detection and Plane-Based World Coordinate Visualization
An application that detects and tracks objects from iPhone camera input, then projects them onto a ground plane to visualize...
YOLOv8n/s/m/l/x Pruning & Distillation Analysis
Analysis of pruning and distillation effects across YOLOv8 n/s/m/l/x models, focusing on scaling behavior.
Surpassing the Original — Knowledge Distillation on a Pruned YOLOv8m
Recovering performance loss from pruning YOLOv8m with Knowledge Distillation — and surpassing the original Teacher model.
Slimming Down YOLOv8m: Optimizing Latency with NVIDIA FastNAS
A practical exploration of structured pruning using NVIDIA ModelOpt FastNAS to reduce YOLOv8m latency while analyzing the trade-off between accuracy...