Skip to content

[Feature] Adding D-FINE-seg for Instance Segmentation #1715

@ArgoHA

Description

@ArgoHA

📄 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

Metadata

Metadata

Assignees

Labels

No labels
No labels

Projects

No projects

Milestone

No milestone

Relationships

None yet

Development

No branches or pull requests

Issue actions