trackers v2.0.0 is out combo object detectors from top model libraries with multi-object tracker of your choice for now we support SORT and DeepSORT; more trackers coming soon link: github.com/roboflow/tra...

new blog post is out: how to fine-tune PaliGemma 2 all I learned in a single blog - PaliGemma 2 architecture - dataset annotation and structure - picking the right checkpoint - memory optimization - hyperparameters tuning link: blog.roboflow.com/fine-tune-pa...

PaliGemma2 for object detection on custom dataset - used google/paligemma2-3b-pt-448 checkpoint - trained on A100 with 40GB VRAM - 1h of training - 0.62 mAP on the validation set colab with complete fine-tuning code: colab.research.google.com/github/robof...

PaliGemma2 for image to JSON data extraction - used google/paligemma2-3b-pt-336 checkpoint; I tried to make it happen with 224, but 336 performed a lot better - trained on A100 with 40GB VRAM - trained with LoRA colab with complete fine-tuning code: colab.research.google.com/github/robof...

popular computer vision package ultralytics (home of yolov8 and yolo11) was compromised. a crypto miner was injected into versions 8.3.41 and 8.3.42. link: github.com/ultralytics/...

built a smart parking system with roboflow workflows. - license plate detection and ocr - object tracking with bytetrack. - counting cars entering and leaving the lot. - real-time alerts via telegram.