Fully local object detection with DeepSeek V4.1 Flash, cross-checked by RF-DETR
MaziyarPanahi · x · 2026-09-15
Developer Maziyar Panahi tested DeepSeek V4.1 Flash for object detection: he fed it 10 completely different photos, then kept only the boxes that a locally running RF-DETR agreed with—zero boxes moved or hand-fixed, fully local.
In the replies he also asks other testers whether they found provider-side quality variance on OpenRouter with V4.1 Flash, similar to GLM-5.3 Flash where some providers had degraded vision quality.
More from Models
- 'You Can Feel the Gradient Slopes': Dev Contrasts Benchmaxxed RL Models vs General Ones — theteknosaur · 2026-11-02
- LightOnOCR-3 Launches: Tops FRBench, Adds Layout Structure and Chart Extraction — IgorCarron · 2026-11-02
- NVIDIA's Kumo Is a Family of Four Tabular Foundation Models, Not Just One — pandeyparul · 2026-11-02
- SemiAnalysis: safety classifiers are underrated — Meta's Muse tops cyber benchmark at 35.2% — ThomasScialom · 2026-11-02
- DeepSeek V4.1 Flash 1017 wins over a longtime closed-source-only user: fast, cheap, reliable — _bachrc · 2026-11-02
- Local quants vs Claude on 9 real private bugs: 3-bit costs thinking time, not score — FeydRowan · 2026-11-02