Exclude running sessions and refresh the 2026Q3 rows
Browse filesFollow-up to the 2026Q3 edition review: sessions that are still running no longer publish, regression-review decisions are bound to the session that was reviewed, and the card is rebuilt from the latest 2026Q3 snapshot after the artifact sync. Adds or replaces only changed files; nothing is deleted.
- README.md +8 -6
- tflite/yolo11m-seg-int8-smart.tflite +2 -2
- tflite/yolo11m-seg-int8.tflite +2 -2
README.md
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@@ -137,7 +137,7 @@ Row conventions in the table below:
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| 137 |
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 39.36% | 22.58% | -8.45 | 127.42 | 8.4 | [v-1a00](https://edgefirst.studio/public/validation/v-1a00/details?mode=charts) |
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| 138 |
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 47.86% | 27.18% | -3.85 | 135.28 | 8.3 | [v-1a15](https://edgefirst.studio/public/validation/v-1a15/details?mode=charts) |
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| 139 |
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 49.44% | 27.83% | -3.20 | 166.11 | 8.8 | [v-1a29](https://edgefirst.studio/public/validation/v-1a29/details?mode=charts) |
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| 140 |
-
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (Phytec) | LiteRT | Logical | 47.74% | 27.09% | -3.94 | 140.28 | 8.8 | [v-19a9](https://edgefirst.studio/public/validation/v-19a9/details?mode=charts) |
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| 141 |
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — latency | LiteRT | Logical | 37.52% | 21.48% | -9.27 | 132.64 | 8.2 | [v-c86](https://edgefirst.studio/public/validation/v-c86/details?mode=charts) · 2026 Q2 |
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| 142 |
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — throughput | LiteRT | Smart | 48.41% | 27.17% | -3.58 | 185.55 | 8.5 | [v-c85](https://edgefirst.studio/public/validation/v-c85/details?mode=charts) · 2026 Q2 |
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| 143 |
| Nano | NXP i.MX 95 + eIQ Neutron NPU (Ezurio) — latency | LiteRT | Smart | 51.29% | 29.24% | -1.79 | 108.53 | 23.5 | [v-169c](https://edgefirst.studio/public/validation/v-169c/details?mode=charts) |
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@@ -187,9 +187,9 @@ Row conventions in the table below:
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| 187 |
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (Ezurio) | LiteRT | Logical | 44.40% | 23.56% | -12.61 | 463.64 | 4.0 | [v-1a23](https://edgefirst.studio/public/validation/v-1a23/details?mode=charts) |
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| 188 |
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (Ezurio) | LiteRT | Smart | 46.51% | 24.39% | -11.78 ⚠ | 312.01 | 5.0 | [v-19fe](https://edgefirst.studio/public/validation/v-19fe/details?mode=charts) |
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| 189 |
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 35.45% | 18.84% | -17.33 | 219.00 | 4.8 | [v-1a36](https://edgefirst.studio/public/validation/v-1a36/details?mode=charts) |
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| 190 |
-
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical |
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| 191 |
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| Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart |
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| 192 |
-
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — latency | LiteRT | Logical |
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| 193 |
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — throughput | LiteRT | Smart | 42.80% | 22.19% | -13.53 ⚠ | 268.86 | 4.8 | [v-c96](https://edgefirst.studio/public/validation/v-c96/details?mode=charts) · 2026 Q2 |
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| 194 |
| Small | NXP i.MX 95 + eIQ Neutron NPU (Ezurio) — latency | LiteRT | Smart | 60.72% | 34.96% | -1.21 | 100.63 | 15.4 | [v-16ad](https://edgefirst.studio/public/validation/v-16ad/details?mode=charts) |
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| 195 |
| Small | NXP i.MX 95 + eIQ Neutron NPU (Ezurio) — throughput | LiteRT | Smart | 60.72% | 34.96% | -1.21 | 229.36 | 23.4 | [v-194d](https://edgefirst.studio/public/validation/v-194d/details?mode=charts) |
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@@ -235,10 +235,11 @@ Row conventions in the table below:
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| 235 |
| Medium | Samsung Galaxy S26 Ultra — Qualcomm Hexagon NPU (INT16) | ONNX · QNN EP | Smart | 66.15% | 38.72% | -0.71 | 49.52 | 76.1 | [v-10b6](https://edgefirst.studio/public/validation/v-10b6/details?mode=charts) · 2026 Q2 |
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| 236 |
| Medium | Samsung Galaxy S26 Ultra — Qualcomm Hexagon NPU (INT16) | ONNX · QNN EP | Logical | 65.18% | 13.50% | -25.93 | 38.01 | 83.2 | [v-10b8](https://edgefirst.studio/public/validation/v-10b8/details?mode=charts) · 2026 Q2 |
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| 237 |
| Medium | Samsung Galaxy S26 Ultra — CPU | LiteRT | Smart | 65.85% | 38.64% | -0.79 | 497.46 | 12.5 | [v-1021](https://edgefirst.studio/public/validation/v-1021/details?mode=charts) · 2026 Q2 |
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| 238 |
| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 40.48% | 22.86% | -16.57 | 414.33 | 2.5 | [v-9a9](https://edgefirst.studio/public/validation/v-9a9/details?mode=charts) · 2026 Q2 |
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| 239 |
| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 40.48% | 22.86% | -16.57 | 414.36 | 2.5 | [v-9aa](https://edgefirst.studio/public/validation/v-9aa/details?mode=charts) · 2026 Q2 |
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| 240 |
| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 54.71% | 30.31% | -9.12 ⚠ | 445.20 | 2.5 | [v-9ab](https://edgefirst.studio/public/validation/v-9ab/details?mode=charts) · 2026 Q2 |
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| 241 |
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| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — latency | LiteRT | Logical |
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| 242 |
| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — throughput | LiteRT | Smart | 54.71% | 30.31% | -9.12 ⚠ | 458.32 | 2.5 | [v-ca8](https://edgefirst.studio/public/validation/v-ca8/details?mode=charts) · 2026 Q2 |
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| 243 |
| Medium | NXP Ara240 (FRDM) — latency | Ara DVM | Smart | 65.06% | 38.68% | -1.05 | 62.44 | 23.7 | [v-1567](https://edgefirst.studio/public/validation/v-1567/details?mode=charts) |
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| 244 |
| Medium | NXP Ara240 (FRDM) — throughput | Ara DVM | Smart | 65.04% | 38.66% | -1.07 | 54.55 | 28.9 | [v-18f1](https://edgefirst.studio/public/validation/v-18f1/details?mode=charts) |
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@@ -310,8 +311,9 @@ Entries marked **2026 Q2** belong to rows carried from the 2026 Q2 edition: they
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| 310 |
| Small | `tflite/yolo11s-seg-int8-smart.tflite` | Smart · INT8 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/main/tflite/yolo11s-seg-int8-smart.tflite) |
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| 311 |
| Small | `tflite/yolo11s-seg-int8-smart.tflite` | Smart · INT8 · 2026 Q2 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/2026Q2/tflite/yolo11s-seg-int8-smart.tflite) |
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| 312 |
| Small | `tflite/yolo11s-seg-int8.tflite` | Logical · INT8 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/main/tflite/yolo11s-seg-int8.tflite) |
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| 313 |
-
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| 314 |
| Medium | `tflite/yolo11m-seg-int8-smart.tflite` | Smart · INT8 · 2026 Q2 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/2026Q2/tflite/yolo11m-seg-int8-smart.tflite) |
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| 315 |
| Medium | `tflite/yolo11m-seg-int8.tflite` | Logical · INT8 · 2026 Q2 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/2026Q2/tflite/yolo11m-seg-int8.tflite) |
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| 316 |
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| 317 |
</details>
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|
| 137 |
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 39.36% | 22.58% | -8.45 | 127.42 | 8.4 | [v-1a00](https://edgefirst.studio/public/validation/v-1a00/details?mode=charts) |
|
| 138 |
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 47.86% | 27.18% | -3.85 | 135.28 | 8.3 | [v-1a15](https://edgefirst.studio/public/validation/v-1a15/details?mode=charts) |
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| 139 |
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 49.44% | 27.83% | -3.20 | 166.11 | 8.8 | [v-1a29](https://edgefirst.studio/public/validation/v-1a29/details?mode=charts) |
|
| 140 |
+
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (Phytec) — latency | LiteRT | Logical | 47.74% | 27.09% | -3.94 | 140.28 | 8.8 | [v-19a9](https://edgefirst.studio/public/validation/v-19a9/details?mode=charts) |
|
| 141 |
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — latency | LiteRT | Logical | 37.52% | 21.48% | -9.27 | 132.64 | 8.2 | [v-c86](https://edgefirst.studio/public/validation/v-c86/details?mode=charts) · 2026 Q2 |
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| 142 |
| Nano | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — throughput | LiteRT | Smart | 48.41% | 27.17% | -3.58 | 185.55 | 8.5 | [v-c85](https://edgefirst.studio/public/validation/v-c85/details?mode=charts) · 2026 Q2 |
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| 143 |
| Nano | NXP i.MX 95 + eIQ Neutron NPU (Ezurio) — latency | LiteRT | Smart | 51.29% | 29.24% | -1.79 | 108.53 | 23.5 | [v-169c](https://edgefirst.studio/public/validation/v-169c/details?mode=charts) |
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|
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| 187 |
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (Ezurio) | LiteRT | Logical | 44.40% | 23.56% | -12.61 | 463.64 | 4.0 | [v-1a23](https://edgefirst.studio/public/validation/v-1a23/details?mode=charts) |
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| 188 |
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (Ezurio) | LiteRT | Smart | 46.51% | 24.39% | -11.78 ⚠ | 312.01 | 5.0 | [v-19fe](https://edgefirst.studio/public/validation/v-19fe/details?mode=charts) |
|
| 189 |
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 35.45% | 18.84% | -17.33 | 219.00 | 4.8 | [v-1a36](https://edgefirst.studio/public/validation/v-1a36/details?mode=charts) |
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| 190 |
+
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 44.40% | 23.56% | -12.61 | 227.27 | 4.7 | [v-1a4b](https://edgefirst.studio/public/validation/v-1a4b/details?mode=charts) |
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| 191 |
+
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 46.40% | 24.33% | -11.84 ⚠ | 252.08 | 4.9 | [v-1a6c](https://edgefirst.studio/public/validation/v-1a6c/details?mode=charts) |
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| 192 |
+
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — latency | LiteRT | Logical | 44.46% | 23.62% | -12.55 | 243.50 | 4.4 | [v-1a05](https://edgefirst.studio/public/validation/v-1a05/details?mode=charts) |
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| 193 |
| Small | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — throughput | LiteRT | Smart | 42.80% | 22.19% | -13.53 ⚠ | 268.86 | 4.8 | [v-c96](https://edgefirst.studio/public/validation/v-c96/details?mode=charts) · 2026 Q2 |
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| 194 |
| Small | NXP i.MX 95 + eIQ Neutron NPU (Ezurio) — latency | LiteRT | Smart | 60.72% | 34.96% | -1.21 | 100.63 | 15.4 | [v-16ad](https://edgefirst.studio/public/validation/v-16ad/details?mode=charts) |
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| 195 |
| Small | NXP i.MX 95 + eIQ Neutron NPU (Ezurio) — throughput | LiteRT | Smart | 60.72% | 34.96% | -1.21 | 229.36 | 23.4 | [v-194d](https://edgefirst.studio/public/validation/v-194d/details?mode=charts) |
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|
|
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| 235 |
| Medium | Samsung Galaxy S26 Ultra — Qualcomm Hexagon NPU (INT16) | ONNX · QNN EP | Smart | 66.15% | 38.72% | -0.71 | 49.52 | 76.1 | [v-10b6](https://edgefirst.studio/public/validation/v-10b6/details?mode=charts) · 2026 Q2 |
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| 236 |
| Medium | Samsung Galaxy S26 Ultra — Qualcomm Hexagon NPU (INT16) | ONNX · QNN EP | Logical | 65.18% | 13.50% | -25.93 | 38.01 | 83.2 | [v-10b8](https://edgefirst.studio/public/validation/v-10b8/details?mode=charts) · 2026 Q2 |
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| 237 |
| Medium | Samsung Galaxy S26 Ultra — CPU | LiteRT | Smart | 65.85% | 38.64% | -0.79 | 497.46 | 12.5 | [v-1021](https://edgefirst.studio/public/validation/v-1021/details?mode=charts) · 2026 Q2 |
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| 238 |
+
| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (Ezurio) | LiteRT | Smart | 57.59% | 32.23% | -7.50 | 516.27 | 2.5 | [v-1a3c](https://edgefirst.studio/public/validation/v-1a3c/details?mode=charts) |
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| 239 |
| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Combined | 40.48% | 22.86% | -16.57 | 414.33 | 2.5 | [v-9a9](https://edgefirst.studio/public/validation/v-9a9/details?mode=charts) · 2026 Q2 |
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| 240 |
| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Logical | 40.48% | 22.86% | -16.57 | 414.36 | 2.5 | [v-9aa](https://edgefirst.studio/public/validation/v-9aa/details?mode=charts) · 2026 Q2 |
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| 241 |
| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (FRDM) | LiteRT | Smart | 54.71% | 30.31% | -9.12 ⚠ | 445.20 | 2.5 | [v-9ab](https://edgefirst.studio/public/validation/v-9ab/details?mode=charts) · 2026 Q2 |
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| 242 |
+
| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — latency | LiteRT | Logical | 54.61% | 30.96% | -8.77 | 450.84 | 2.3 | [v-1a59](https://edgefirst.studio/public/validation/v-1a59/details?mode=charts) |
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| 243 |
| Medium | NXP i.MX 8M Plus + VeriSilicon NPU (Verdin) — throughput | LiteRT | Smart | 54.71% | 30.31% | -9.12 ⚠ | 458.32 | 2.5 | [v-ca8](https://edgefirst.studio/public/validation/v-ca8/details?mode=charts) · 2026 Q2 |
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| 244 |
| Medium | NXP Ara240 (FRDM) — latency | Ara DVM | Smart | 65.06% | 38.68% | -1.05 | 62.44 | 23.7 | [v-1567](https://edgefirst.studio/public/validation/v-1567/details?mode=charts) |
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| 245 |
| Medium | NXP Ara240 (FRDM) — throughput | Ara DVM | Smart | 65.04% | 38.66% | -1.07 | 54.55 | 28.9 | [v-18f1](https://edgefirst.studio/public/validation/v-18f1/details?mode=charts) |
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| 311 |
| Small | `tflite/yolo11s-seg-int8-smart.tflite` | Smart · INT8 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/main/tflite/yolo11s-seg-int8-smart.tflite) |
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| 312 |
| Small | `tflite/yolo11s-seg-int8-smart.tflite` | Smart · INT8 · 2026 Q2 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/2026Q2/tflite/yolo11s-seg-int8-smart.tflite) |
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| 313 |
| Small | `tflite/yolo11s-seg-int8.tflite` | Logical · INT8 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/main/tflite/yolo11s-seg-int8.tflite) |
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| 314 |
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| Medium | `tflite/yolo11m-seg-int8-smart.tflite` | Smart · INT8 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/main/tflite/yolo11m-seg-int8-smart.tflite) |
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| 315 |
| Medium | `tflite/yolo11m-seg-int8-smart.tflite` | Smart · INT8 · 2026 Q2 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/2026Q2/tflite/yolo11m-seg-int8-smart.tflite) |
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| 316 |
+
| Medium | `tflite/yolo11m-seg-int8.tflite` | Logical · INT8 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/main/tflite/yolo11m-seg-int8.tflite) |
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| 317 |
| Medium | `tflite/yolo11m-seg-int8.tflite` | Logical · INT8 · 2026 Q2 | [Download](https://huggingface.co/EdgeFirst/yolo11-seg/resolve/2026Q2/tflite/yolo11m-seg-int8.tflite) |
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| 318 |
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| 319 |
</details>
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tflite/yolo11m-seg-int8-smart.tflite
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