Roboflow Blog

Learn how self-hosted inference caching works in Roboflow Workflows and how to force a deployment refresh.

Evaluate off-the-shelf vs. custom computer vision models. When to use each. Learn how fine-tuning RF-DETR bridges the gap to factory production.

Discover RF-DETR Keypoint, a real-time, end-to-end detection model. Outperforming YOLO26-pose, it offers self-calibrating loss & Apache 2.0 license.

Use RF-DETR and Gemini 2.5 Pro to detect surface defects on machined medical components and generate automated inspection observations.

Build an automated IV bag fill-level and leak detection system using RF-DETR and Gemini 2.5 Pro.

Fix class flickering on video with Track Class Lock, a Roboflow Workflow block that freezes a tracked object's label once the detector agrees.

If you've ever run an object detection model on video, you've seen it: an object appears as "bottle" one frame, "remote" the next, then "bottle" again. The detections are fine. The tracking is fine. But the label flickers. Every downstream

Automate tire sidewall OCR to extract DOT codes, sizes, and brands. Learn to combine RF-DETR and multimodal LLMs into a Roboflow Vision Agent.

Build a Roboflow Workflow that checks medical device images against a component list with Google Gemini.

Discover when to add an LLM to your computer vision pipeline. Learn how to combine object detection and visual reasoning in Roboflow Workflows.

Claude Fable 5, Anthropic's most capable model, is now available in Roboflow Workflows and the Roboflow Playground.

Train a Roboflow localization model, isolate printed label fields, and verify batch numbers and expiry dates with Google Gemini.

We are excited to announce support for YOLO26 semantic segmentation in Roboflow.

Use RF-DETR and Gemini 2.5 Pro to inspect medical device packaging, verify UDI labels, and identify packaging issues.

Claude Fable 5 is a strong reasoning model for visual understand but not a state-of-the-art vision model.

Combine RF-DETR and LMMs to build an AI pipeline that perceives, reasons, and acts.

Learn the difference between missing versus null annotations, including how they are represented in VOC XML and COCO JSON formats, and how their misidentification can be addressed using Roboflow tools to improve dataset quality.

Learn how to detect defects with Roboflow and trigger real-time downstream alerts in manufacturing facilities.

NVIDIA Cosmos 3 offers zero-shot performance on fixed-camera footage across airports, warehouses, and production lines.