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📄 Description
Hi, thanks for the work and open Geti platform.
I am an author of D-FINE-seg repo and paper. I think it might be useful to extend Geti's instance segmentation models with D-FINE-seg. I have implemented training, exporting (including OpenVINO and int8 accuracy aware quantization), inference for both object detection and instance segmentation tasks.
Attaching benchmarks I ran on Intel N150 iGPU (latency comparison):
| Model | Format | F1-score | Latency (ms) |
|---|---|---|---|
| D-FINE-seg S | FP32 | 0.264 | 431.2 |
| D-FINE-seg S | FP16 | 0.264 | 272.2 |
| D-FINE-seg S | INT8 | 0.243 | 205.0 |
| D-FINE S | FP32 | 0.272 | 188.4 |
| D-FINE S | FP16 | 0.271 | 120.8 |
| D-FINE S | INT8 | 0.250 | 76.3 |
🎯 Objective
Implement a better instance segmentation model to Geti
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