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yolov8-seg

Image Segmentation
LiteRT
ONNX
edgefirst
edge-ai
npu
int8
yolo
nxp
hailo
jetson
embedded
Eval Results (legacy)
Model card Files
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sebastientaylor commited on
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Update model card for yolov8-seg

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  1. README.md +7 -7
README.md CHANGED
@@ -133,8 +133,8 @@ Row conventions in the table below:
133
  | Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 37.94% | 21.74% | -7.40 | 82.14 | 123.21 | 10.7 | ~12 | [v-8d5](https://edgefirst.studio/public/validation/v-8d5/details?mode=charts) |
134
  | Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 37.94% | 21.74% | -7.40 | 82.05 | 123.25 | 10.7 | ~12 | [v-8d6](https://edgefirst.studio/public/validation/v-8d6/details?mode=charts) |
135
  | Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 48.83% | 27.59% | -1.55 | 79.61 | 199.44 | 10.6 | ~12 | [v-8d7](https://edgefirst.studio/public/validation/v-8d7/details?mode=charts) |
136
- | Nano | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) | LiteRT | Logical | 37.94% | 21.74% | -7.40 | 83.28 | 135.65 | 10.5 | ~12 | [v-c84](https://edgefirst.studio/public/validation/v-c84/details?mode=charts) |
137
- | Nano | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) | LiteRT | Smart | 48.83% | 27.59% | -1.55 | 79.26 | 217.40 | 10.4 | ~12 | [v-c83](https://edgefirst.studio/public/validation/v-c83/details?mode=charts) |
138
  | Nano | NXP i.MX 95 + eIQ Neutron NPU — latency | LiteRT | Smart | 49.63% | 27.97% | -1.17 | 20.09 | 117.97 | 22.2 | ~14 | [v-e32](https://edgefirst.studio/public/validation/v-e32/details?mode=charts) |
139
  | Nano | NXP i.MX 95 + eIQ Neutron NPU — throughput | LiteRT | Smart | 49.62% | 27.97% | -1.17 | 24.58 | 186.87 | 23.6 | ~24 | [v-e33](https://edgefirst.studio/public/validation/v-e33/details?mode=charts) |
140
  | Nano | NXP i.MX 95 + eIQ Neutron NPU (FRDM) — latency | LiteRT | Smart | 48.87% | 27.63% | -1.51 | 20.62 | 116.40 | 20.8 | ~13 | [v-8cf](https://edgefirst.studio/public/validation/v-8cf/details?mode=charts) |
@@ -176,8 +176,8 @@ Row conventions in the table below:
176
  | Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 45.39% | 26.94% | -7.89 | 149.32 | 191.21 | 6.2 | ~7 | [v-96d](https://edgefirst.studio/public/validation/v-96d/details?mode=charts) |
177
  | Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 45.39% | 26.94% | -7.89 | 149.34 | 190.17 | 6.2 | ~7 | [v-970](https://edgefirst.studio/public/validation/v-970/details?mode=charts) |
178
  | Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 58.45% | 33.86% | -0.97 | 147.05 | 226.42 | 6.3 | ~7 | [v-972](https://edgefirst.studio/public/validation/v-972/details?mode=charts) |
179
- | Small | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) | LiteRT | Logical | 45.39% | 26.94% | -7.89 | 151.70 | 203.35 | 6.1 | ~7 | [v-c93](https://edgefirst.studio/public/validation/v-c93/details?mode=charts) |
180
- | Small | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) | LiteRT | Smart | 58.45% | 33.86% | -0.97 | 146.93 | 239.32 | 6.3 | ~7 | [v-c92](https://edgefirst.studio/public/validation/v-c92/details?mode=charts) |
181
  | Small | NXP i.MX 95 + eIQ Neutron NPU — latency | LiteRT | Smart | 59.07% | 34.06% | -0.77 | 49.66 | 101.69 | 19.2 | ~19 | [v-e36](https://edgefirst.studio/public/validation/v-e36/details?mode=charts) |
182
  | Small | NXP i.MX 95 + eIQ Neutron NPU — throughput | LiteRT | Smart | 59.07% | 34.06% | -0.77 | 377.59 | 436.63 | 20.9 | ~21 | [v-e37](https://edgefirst.studio/public/validation/v-e37/details?mode=charts) |
183
  | Small | NXP i.MX 95 + eIQ Neutron NPU (FRDM) — latency | LiteRT | Smart | 58.42% | 33.76% | -1.07 | 51.16 | 112.09 | 18.3 | ~19 | [v-941](https://edgefirst.studio/public/validation/v-941/details?mode=charts) |
@@ -220,8 +220,8 @@ Row conventions in the table below:
220
  | Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 46.05% | 27.68% | -10.46 | 272.63 | 316.01 | 3.5 | ~4 | [v-9a6](https://edgefirst.studio/public/validation/v-9a6/details?mode=charts) |
221
  | Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 46.05% | 27.68% | -10.46 | 272.73 | 313.04 | 3.5 | ~4 | [v-9a7](https://edgefirst.studio/public/validation/v-9a7/details?mode=charts) |
222
  | Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 62.77% | 36.63% | -1.51 | 267.65 | 343.19 | 3.6 | ~4 | [v-9a8](https://edgefirst.studio/public/validation/v-9a8/details?mode=charts) |
223
- | Medium | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) | LiteRT | Logical | 46.05% | 27.68% | -10.46 | 276.12 | 327.36 | 3.5 | ~4 | [v-ca7](https://edgefirst.studio/public/validation/v-ca7/details?mode=charts) |
224
- | Medium | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) | LiteRT | Smart | 62.77% | 36.63% | -1.51 | 270.51 | 363.03 | 3.6 | ~4 | [v-ca6](https://edgefirst.studio/public/validation/v-ca6/details?mode=charts) |
225
  | Medium | NXP i.MX 95 + eIQ Neutron NPU — latency | LiteRT | Smart | 64.23% | 37.49% | -0.65 | 125.91 | 186.36 | 7.8 | ~8 | [v-e43](https://edgefirst.studio/public/validation/v-e43/details?mode=charts) |
226
  | Medium | NXP i.MX 95 + eIQ Neutron NPU — throughput | LiteRT | Smart | 64.22% | 37.49% | -0.65 | 986.97 | 1045.73 | 8.1 | ~8 | [v-e44](https://edgefirst.studio/public/validation/v-e44/details?mode=charts) |
227
  | Medium | NXP i.MX 95 + eIQ Neutron NPU (FRDM) — latency | LiteRT | Smart | 62.66% | 36.61% | -1.53 | 127.25 | 177.98 | 7.6 | ~8 | [v-98f](https://edgefirst.studio/public/validation/v-98f/details?mode=charts) |
@@ -294,7 +294,7 @@ results = model.predict(image)
294
  # Iterate detections
295
  for det in results.detections:
296
  print(f"{det.label}: {det.confidence:.2f} at {det.bbox}")
297
- # Segmentation models additionally return one per-instance binary mask per
298
  # detection (a H×W array thresholded at 128), decoded from the prototype masks
299
  # and mask coefficients. See the EdgeFirst HAL mask materialization / overlay
300
  # helpers for accessing and drawing them.
 
133
  | Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 37.94% | 21.74% | -7.40 | 82.14 | 123.21 | 10.7 | ~12 | [v-8d5](https://edgefirst.studio/public/validation/v-8d5/details?mode=charts) |
134
  | Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 37.94% | 21.74% | -7.40 | 82.05 | 123.25 | 10.7 | ~12 | [v-8d6](https://edgefirst.studio/public/validation/v-8d6/details?mode=charts) |
135
  | Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 48.83% | 27.59% | -1.55 | 79.61 | 199.44 | 10.6 | ~12 | [v-8d7](https://edgefirst.studio/public/validation/v-8d7/details?mode=charts) |
136
+ | Nano | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — latency | LiteRT | Logical | 37.94% | 21.74% | -7.40 | 83.28 | 135.65 | 10.5 | ~12 | [v-c84](https://edgefirst.studio/public/validation/v-c84/details?mode=charts) |
137
+ | Nano | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — throughput | LiteRT | Smart | 48.83% | 27.59% | -1.55 | 79.26 | 217.40 | 10.4 | ~12 | [v-c83](https://edgefirst.studio/public/validation/v-c83/details?mode=charts) |
138
  | Nano | NXP i.MX 95 + eIQ Neutron NPU — latency | LiteRT | Smart | 49.63% | 27.97% | -1.17 | 20.09 | 117.97 | 22.2 | ~14 | [v-e32](https://edgefirst.studio/public/validation/v-e32/details?mode=charts) |
139
  | Nano | NXP i.MX 95 + eIQ Neutron NPU — throughput | LiteRT | Smart | 49.62% | 27.97% | -1.17 | 24.58 | 186.87 | 23.6 | ~24 | [v-e33](https://edgefirst.studio/public/validation/v-e33/details?mode=charts) |
140
  | Nano | NXP i.MX 95 + eIQ Neutron NPU (FRDM) — latency | LiteRT | Smart | 48.87% | 27.63% | -1.51 | 20.62 | 116.40 | 20.8 | ~13 | [v-8cf](https://edgefirst.studio/public/validation/v-8cf/details?mode=charts) |
 
176
  | Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 45.39% | 26.94% | -7.89 | 149.32 | 191.21 | 6.2 | ~7 | [v-96d](https://edgefirst.studio/public/validation/v-96d/details?mode=charts) |
177
  | Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 45.39% | 26.94% | -7.89 | 149.34 | 190.17 | 6.2 | ~7 | [v-970](https://edgefirst.studio/public/validation/v-970/details?mode=charts) |
178
  | Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 58.45% | 33.86% | -0.97 | 147.05 | 226.42 | 6.3 | ~7 | [v-972](https://edgefirst.studio/public/validation/v-972/details?mode=charts) |
179
+ | Small | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — latency | LiteRT | Logical | 45.39% | 26.94% | -7.89 | 151.70 | 203.35 | 6.1 | ~7 | [v-c93](https://edgefirst.studio/public/validation/v-c93/details?mode=charts) |
180
+ | Small | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — throughput | LiteRT | Smart | 58.45% | 33.86% | -0.97 | 146.93 | 239.32 | 6.3 | ~7 | [v-c92](https://edgefirst.studio/public/validation/v-c92/details?mode=charts) |
181
  | Small | NXP i.MX 95 + eIQ Neutron NPU — latency | LiteRT | Smart | 59.07% | 34.06% | -0.77 | 49.66 | 101.69 | 19.2 | ~19 | [v-e36](https://edgefirst.studio/public/validation/v-e36/details?mode=charts) |
182
  | Small | NXP i.MX 95 + eIQ Neutron NPU — throughput | LiteRT | Smart | 59.07% | 34.06% | -0.77 | 377.59 | 436.63 | 20.9 | ~21 | [v-e37](https://edgefirst.studio/public/validation/v-e37/details?mode=charts) |
183
  | Small | NXP i.MX 95 + eIQ Neutron NPU (FRDM) — latency | LiteRT | Smart | 58.42% | 33.76% | -1.07 | 51.16 | 112.09 | 18.3 | ~19 | [v-941](https://edgefirst.studio/public/validation/v-941/details?mode=charts) |
 
220
  | Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 46.05% | 27.68% | -10.46 | 272.63 | 316.01 | 3.5 | ~4 | [v-9a6](https://edgefirst.studio/public/validation/v-9a6/details?mode=charts) |
221
  | Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 46.05% | 27.68% | -10.46 | 272.73 | 313.04 | 3.5 | ~4 | [v-9a7](https://edgefirst.studio/public/validation/v-9a7/details?mode=charts) |
222
  | Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 62.77% | 36.63% | -1.51 | 267.65 | 343.19 | 3.6 | ~4 | [v-9a8](https://edgefirst.studio/public/validation/v-9a8/details?mode=charts) |
223
+ | Medium | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — latency | LiteRT | Logical | 46.05% | 27.68% | -10.46 | 276.12 | 327.36 | 3.5 | ~4 | [v-ca7](https://edgefirst.studio/public/validation/v-ca7/details?mode=charts) |
224
+ | Medium | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — throughput | LiteRT | Smart | 62.77% | 36.63% | -1.51 | 270.51 | 363.03 | 3.6 | ~4 | [v-ca6](https://edgefirst.studio/public/validation/v-ca6/details?mode=charts) |
225
  | Medium | NXP i.MX 95 + eIQ Neutron NPU — latency | LiteRT | Smart | 64.23% | 37.49% | -0.65 | 125.91 | 186.36 | 7.8 | ~8 | [v-e43](https://edgefirst.studio/public/validation/v-e43/details?mode=charts) |
226
  | Medium | NXP i.MX 95 + eIQ Neutron NPU — throughput | LiteRT | Smart | 64.22% | 37.49% | -0.65 | 986.97 | 1045.73 | 8.1 | ~8 | [v-e44](https://edgefirst.studio/public/validation/v-e44/details?mode=charts) |
227
  | Medium | NXP i.MX 95 + eIQ Neutron NPU (FRDM) — latency | LiteRT | Smart | 62.66% | 36.61% | -1.53 | 127.25 | 177.98 | 7.6 | ~8 | [v-98f](https://edgefirst.studio/public/validation/v-98f/details?mode=charts) |
 
294
  # Iterate detections
295
  for det in results.detections:
296
  print(f"{det.label}: {det.confidence:.2f} at {det.bbox}")
297
+ # Segmentation models also return one per-instance binary mask per
298
  # detection (a H×W array thresholded at 128), decoded from the prototype masks
299
  # and mask coefficients. See the EdgeFirst HAL mask materialization / overlay
300
  # helpers for accessing and drawing them.