Tag: #sam

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• Analyzing SOTA Segmentation and Detection Models — The Lineage of SAM, DETR, and YOLO

  A walk through the SOTA lineage of object detection and image segmentation. We trace detection from two-stage R-CNN to one-stage YOLO/SSD and transformer-based DETR, cover semantic, instance, and panoptic segmentation, a

  2026-06-30 · 20 min read #ai-papers#computer-vision#object-detection#segmentation#sam

• Vision-Language Models (VLMs) 2026 Deep Dive — CLIP, LLaVA, InternVL3, Qwen2.5-VL, GPT-4o, Gemini 2.5, Claude 4.7, DINOv2, SAM 2, and Florence-2

  Everything you need to know about Vision-Language Models in May 2026 in one place. CLIP family (SigLIP, EVA-CLIP), open VLMs (LLaVA-NeXT, InternVL3, Qwen2.5-VL, Pixtral, Molmo, Idefics3, MiniCPM-V), closed frontier (GPT-

  2026-05-16 · 19 min read #vision-language-models#vlm#clip#llava#internvl

• Computer Vision Frameworks 2026 - OpenCV 4, MediaPipe, Detectron2, YOLO v11, MMDetection, SAM 2, Grounding DINO Deep Dive

  The 2026 computer vision stack is no longer about "touching pixels". OpenCV 4.10 has made ONNX inference table stakes, MediaPipe Studio reduces mobile real-time pipelines to one line, YOLO v11 bundles NAS, segmentation,

  2026-05-16 · 24 min read #computer-vision#opencv#mediapipe#detectron2#yolo

• The 2026 Vision Model Development & Fine-Tuning Guide — CNN, ViT, DETR, SAM 2, VLMs and a Real Decision Tree

  Vision model development in 2026 is no longer 'grab a ResNet and call it a day.' Between CNNs, ViTs, DETR variants, SAM 2, and VLMs like LLaVA, Qwen-VL, Gemini Vision, and Claude Vision, your choice for the same photo ca

  2026-05-14 · 20 min read #computer-vision#vision-model#cnn#vit#detr

• Computer Vision Complete Guide: CNN, ViT, YOLO, and Stable Diffusion

  A comprehensive guide to computer vision covering CNN architectures (ResNet, EfficientNet), YOLO object detection, SAM segmentation, Vision Transformers (ViT, DINOv2), Stable Diffusion generative models, and production d

  2026-03-17 · 14 min read #computer-vision#cnn#yolo#vit#stable-diffusion

• Mastering the Segment Anything Model: Paper Analysis and Practical Guide from SAM 1 to SAM 2 to SAM 3

  A comprehensive deep dive into Meta AI's Segment Anything Model (SAM) series. Covering SAM 1 (image promptable segmentation), SAM 2 (real-time video segmentation), and SAM 3 (concept-aware segmentation) — including archi

  2026-03-01 · 21 min read #sam#segment-anything#computer-vision#image-segmentation#video-segmentation