Codex/ollama remote qwen25vl#1
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…ex/ollama-remote-qwen25vl
Silence ultralytics startup banner and task-guessing warning by setting YOLO_VERBOSE=false, logging level, and explicit task="detect". Update make install-dev to include all scorer extras (clip, claude, yolo). Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
…utput improvements - Add histogram correlation pass to dedup burst shots (same scene, shifted framing) - Cache technical scores per image (keyed on mtime) to speed up re-runs - Downsize images to 1024px/q75 before sending to Claude (reduces API cost) - Show estimated Claude API cost before scoring (accounting for cached images) - Add --rescore flag to force re-evaluation ignoring cache - Add --work flag to put intermediate files in a separate directory - Output three variants: full (original), hd (1920px), cropped (1080x1440 IG) - Ducati brand priority in Claude/Ollama scoring prompts Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
… parallelization Burst detection: - Three-tier matching: temporal+ORB (hist≥0.60), temporal (hist≥0.80+ORB≥0.25), non-temporal (hist≥0.92+ORB≥0.25) - ORB feature verification prevents grouping different riders at same track position - EXIF preserved during resize (orientation tag reset) for timestamp-based chaining - Sharpness-first selection, then technical re-evaluation for top candidates Performance: - All CPU stages parallelized (ProcessPool for resize/dedup features, ThreadPool for tech scoring/burst re-eval/smart crop to avoid YOLO fork deadlocks) - Claude API: adaptive concurrency (3→8), rate limit backoff, retry with exponential delay Gallery: - Built-in HTML gallery with detail panel (preview tabs, YOLO overlay, EXIF, scores, burst info) - Recursive folder indexes with breadcrumb navigation - Standalone regeneration via scripts/generate_gallery.py - Crop icon badge for uncertain crops, burst count badge Other: - Default model changed to claude-haiku-4-5-20251001 - Brand bonus prompt for Ducati identification - Images downsized to 1024px/q75 for Claude API to reduce cost - Cost estimator uses resolved account context (fixes false cache misses) - Three output variants: full (original), hd (1920px), cropped (1080x1440) - --rescore and --work CLI flags Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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