Figure 1.1: Projects Dashboard showing active projects, base models, class taxonomies, and dataset stats.

Figure 1.3: Video Archive grouping recordings into 24-hour operational shifts (06:00 to 05:59 next morning).

Figure 1.4: Video Trim interface with timeline range sliders and real-time frame calculation.

Figure 2.1: Batch Management table with batch status badges and bulk action triggers.

Figure 2.2: Single-batch SAM3 auto-annotation configuration with natural language text prompts.

Figure 2.3: Mass Auto-Annotate dialog for enqueuing thousands of frames across multiple batches.

Figure 2.4: SAM3 Interactive Playground for zero-shot text prompting and point prompt testing.

Figure 3.1: Annotation Review Canvas with bounding box editor, shape provenance badges, and hotkey controls.

Figure 3.2: Filmstrip thumbnail navigation and floating single-keystroke quick reclassification bar.

Figure 3.3: Exemplar Pool Sidebar Panel for visual reference matching.

Figure 4.1: Quality filter sliders with live box and frame retention counters.

Figure 4.2: Interactive Scatter Plot (Score vs Area) for instant visual outlier cluster detection.

Figure 4.3: Triage Crop Grid for rapid bulk visual inspection and 1-click outlier removal.

Figure 4.4: Albumentations training augmentation presets with real-time visual preview.

Figure 4.5: Dataset Freeze dialog enforcing deterministic SHA-1 Stable Val Split rules.

Figure 5.1: Master Dataset repository showing version history, train/val splits, and export tools.

Figure 5.2: YOLO fine-tuning parameter setup with hardware detection and model history.

Figure 5.3: Real-time training telemetry with live loss curves, mAP metrics, and stdout logs.

Figure 6.1: Counting Accuracy Benchmark Matrix comparing multi-model predictions against Ground Truth.

Figure 6.2: Real-time CCTV live counting interface with interactive tripwire line and ByteTrack trails.