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sebastientaylor commited on
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Report realized vs theoretical FPS; fix duplicate-row dedup

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  1. README.md +11 -12
README.md CHANGED
@@ -24,18 +24,18 @@ Each model family lives in its own HuggingFace repo containing all size variants
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  | Repo | Model | Sizes | Nano mAP@0.5 |
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  |------|-------|-------|-------------|
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- | [EdgeFirst/yolo26-det](https://huggingface.co/EdgeFirst/yolo26-det) | YOLO26 | n/s/m/l/x | 54.9% |
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- | [EdgeFirst/yolo11-det](https://huggingface.co/EdgeFirst/yolo11-det) | YOLO11 | n/s/m/l/x | 53.4% |
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- | [EdgeFirst/yolov8-det](https://huggingface.co/EdgeFirst/yolov8-det) | YOLOv8 | n/s/m/l/x | 50.2% |
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- | [EdgeFirst/yolov5-det](https://huggingface.co/EdgeFirst/yolov5-det) | YOLOv5 | n/s/m/l/x | 49.6% |
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  ### Segmentation
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  | Repo | Model | Sizes | Nano Mask mAP |
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  |------|-------|-------|--------------|
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- | [EdgeFirst/yolo26-seg](https://huggingface.co/EdgeFirst/yolo26-seg) | YOLO26 | n/s/m/l/x | 37.0% |
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- | [EdgeFirst/yolo11-seg](https://huggingface.co/EdgeFirst/yolo11-seg) | YOLO11 | n/s/m/l/x | 35.5% |
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- | [EdgeFirst/yolov8-seg](https://huggingface.co/EdgeFirst/yolov8-seg) | YOLOv8 | n/s/m/l/x | 34.1% |
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  ---
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@@ -93,16 +93,15 @@ EdgeFirst/yolov8-det/
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  ## Supported Hardware
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- ![x86_64 | Linux](https://img.shields.io/badge/x86__64-Linux-6C757D?style=flat-square) ![aarch64 | Linux](https://img.shields.io/badge/aarch64-Linux-718096?style=flat-square) ![Apple | macOS](https://img.shields.io/badge/Apple-macOS-4B0082?style=flat-square) ![NXP i.MX 8M Plus](https://img.shields.io/badge/NXP-i.MX_8M_Plus-E8B820?style=flat-square) ![NXP i.MX 93](https://img.shields.io/badge/NXP-i.MX_93-8B7DC4?style=flat-square) ![NXP i.MX 95](https://img.shields.io/badge/NXP-i.MX_95-1FA0A8?style=flat-square) ![NXP Ara240](https://img.shields.io/badge/NXP-Ara240-5BB8F5?style=flat-square) ![RPi5 + Hailo-8/8L](https://img.shields.io/badge/RPi5-Hailo--8%2F8L-D9534F?style=flat-square) ![NVIDIA Jetson](https://img.shields.io/badge/NVIDIA-Jetson-2E8B57?style=flat-square)
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  - **Linux x86_64** — ONNX Runtime CUDA / CPU (FP32 reference)
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  - **Linux aarch64** — ONNX Runtime / TFLite (ARM64 generic Linux)
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  - **Apple macOS** — ONNX Runtime + CoreML ANE / GPU / CPU (FP16)
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  - **NXP i.MX 8M Plus** — 2.3 TOPS, TFLite INT8
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- - **NXP i.MX 93** — 1.0 TOPS, VELA TFLite
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- - **NXP i.MX 95** — 2.0 TOPS, eIQ Neutron TFLite *(YOLOv5 / YOLOv8 only; YOLO11 / YOLO26 not yet supported)*
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- - **NXP Ara240** — 40 eTOPS, .DVM *(YOLOv5 / YOLOv8 only; YOLO11 / YOLO26 not yet supported)*
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- - **RPi5 + Hailo-8/8L** — 13–26 TOPS, HailoRT HEF
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  - **NVIDIA Jetson Orin** — 67–157 TOPS, TensorRT
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  ## Validation Pipeline
 
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  | Repo | Model | Sizes | Nano mAP@0.5 |
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  |------|-------|-------|-------------|
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+ | [EdgeFirst/yolo26-det](https://huggingface.co/EdgeFirst/yolo26-det) | YOLO26 | n/s/m | 55.0% |
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+ | [EdgeFirst/yolo11-det](https://huggingface.co/EdgeFirst/yolo11-det) | YOLO11 | n/s/m | 53.1% |
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+ | [EdgeFirst/yolov8-det](https://huggingface.co/EdgeFirst/yolov8-det) | YOLOv8 | n/s/m | 50.5% |
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+ | [EdgeFirst/yolov5-det](https://huggingface.co/EdgeFirst/yolov5-det) | YOLOv5 | n/s/m | 47.8% |
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  ### Segmentation
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  | Repo | Model | Sizes | Nano Mask mAP |
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  |------|-------|-------|--------------|
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+ | [EdgeFirst/yolo26-seg](https://huggingface.co/EdgeFirst/yolo26-seg) | YOLO26 | n/s/m | 32.7% |
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+ | [EdgeFirst/yolo11-seg](https://huggingface.co/EdgeFirst/yolo11-seg) | YOLO11 | n/s | 30.2% |
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+ | [EdgeFirst/yolov8-seg](https://huggingface.co/EdgeFirst/yolov8-seg) | YOLOv8 | n/s/m | 28.7% |
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  ---
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  ## Supported Hardware
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+ ![x86_64 | Linux](https://img.shields.io/badge/x86__64-Linux-6C757D?style=flat-square) ![aarch64 | Linux](https://img.shields.io/badge/aarch64-Linux-718096?style=flat-square) ![Apple | macOS](https://img.shields.io/badge/Apple-macOS-4B0082?style=flat-square) ![NXP i.MX 8M Plus](https://img.shields.io/badge/NXP-i.MX_8M_Plus-E8B820?style=flat-square) ![NXP i.MX 95](https://img.shields.io/badge/NXP-i.MX_95-1FA0A8?style=flat-square) ![NXP Ara240](https://img.shields.io/badge/NXP-Ara240-5BB8F5?style=flat-square) ![RPi5 + Hailo-8L](https://img.shields.io/badge/RPi5-Hailo--8L-D9534F?style=flat-square) ![NVIDIA Jetson](https://img.shields.io/badge/NVIDIA-Jetson-2E8B57?style=flat-square)
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  - **Linux x86_64** — ONNX Runtime CUDA / CPU (FP32 reference)
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  - **Linux aarch64** — ONNX Runtime / TFLite (ARM64 generic Linux)
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  - **Apple macOS** — ONNX Runtime + CoreML ANE / GPU / CPU (FP16)
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  - **NXP i.MX 8M Plus** — 2.3 TOPS, TFLite INT8
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+ - **NXP i.MX 95** — 2.0 TOPS, eIQ Neutron TFLite *(YOLOv5 / YOLOv8 only; YOLO11 / YOLO26 not yet supported on eIQ Neutron)*
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+ - **NXP Ara240** — 40 eTOPS, .DVM
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+ - **RPi5 + Hailo-8L** — 13 TOPS, HailoRT HEF
 
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  - **NVIDIA Jetson Orin** — 67–157 TOPS, TensorRT
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  ## Validation Pipeline