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Models Overview

The inference-models library supports a wide range of computer vision models across multiple tasks and backends.

Supported Tasks

  • Object Detection: Detect and localize objects in images
  • Instance Segmentation: Detect objects with pixel-level masks
  • Semantic Segmentation: Classify every pixel in an image
  • Keypoint Detection: Detect objects with keypoints
  • Classification: Classify entire images or image regions
  • Embeddings: Generate vector representations for images and text
  • OCR & Document Parsing: Extract text and structure from documents
  • Interactive Segmentation: Interactive and automatic segmentation
  • Vision-Language Models: Multi-modal understanding and generation
  • Depth Estimation: Predict depth maps from images
  • Specialized: Gaze detection, face detection, and more

Model Catalog

Legend: ✅ Available | ❌ Not available | 🔑 Requires API key | 📤 Upload only

Object Detection

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
RF-DETR torch, onnx, trt Apache 2.0 N/A ✅ ✅
YOLOv5 onnx AGPL-3.0 ✅ ❌ 📤
YOLOv8 onnx, torch-script, trt AGPL-3.0 ✅ ✅ ✅
YOLOv9 onnx, torch-script, trt GPL-3.0 ❌ ❌ 📤
YOLOv10 onnx, trt AGPL-3.0 ✅ ✅ 📤
YOLOv11 onnx, torch-script, trt AGPL-3.0 ✅ ✅ ✅
YOLOv12 onnx, torch-script, trt AGPL-3.0 ✅ ❌ ✅
YOLO-NAS onnx, trt Apache 2.0 N/A ✅ ✅
Grounding DINO torch Apache 2.0 N/A 🔑 ❌
OWLv2 hugging-face Apache 2.0 N/A 🔑 ❌
Roboflow Instant hugging-face Roboflow ✅ ❌ ✅

Instance Segmentation

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
RF-DETR Seg torch Apache 2.0 N/A ✅ ✅
YOLOv5 Seg onnx AGPL-3.0 ✅ ❌ ✅
YOLOv7 Seg onnx AGPL-3.0 ❌ ❌ ✅
YOLOv8 Seg onnx, torch-script, trt AGPL-3.0 ✅ ✅ ✅
YOLOv11 Seg onnx, torch-script, trt AGPL-3.0 ✅ ✅ ✅
YOLACT onnx MIT N/A ❌ ✅

Keypoint Detection

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
RF-DETR Keypoint onnx Apache 2.0 N/A ✅ ✅
YOLOv8 Keypoint onnx, torch-script, trt AGPL-3.0 ✅ ✅ ✅
YOLOv11 Keypoint onnx, torch-script, trt AGPL-3.0 ✅ ✅ ✅
YOLO26 Keypoint onnx, torch-script, trt AGPL-3.0 ✅ ✅ ✅

Classification

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
ResNet torch, onnx, trt Apache 2.0 N/A ✅ ✅
ViT torch Apache 2.0 N/A ✅ ✅
DINOv3 torch Meta DINO N/A ❌ ✅
YOLOv8 Cls onnx, trt AGPL-3.0 ✅ ✅ ✅

Embeddings

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
CLIP torch, onnx MIT N/A ✅ ❌
Perception Encoder torch FAIR Noncommercial ❌ ✅ ❌

Semantic Segmentation

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
YOLO26 Sem onnx, torch-script, trt AGPL-3.0 ✅ ✅ ✅
DeepLabV3+ torch, onnx, trt MIT N/A ❌ ✅

OCR & Document Parsing

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
DocTR torch Apache 2.0 N/A 🔑 ❌
EasyOCR torch Apache 2.0 N/A 🔑 ❌
TrOCR hugging-face MIT N/A 🔑 ❌
GLM-OCR torch MIT N/A 🔑 ❌
PP-OCRv6 onnx Apache 2.0 N/A 🔑 ❌

Interactive Segmentation

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
SAM torch Apache 2.0 N/A 🔑 ❌
SAM2 torch Apache 2.0 N/A 🔑 ❌
SAM2 RT torch Apache 2.0 N/A ✅ ❌
SAM3 Video hugging-face SAM License N/A 🔑 ❌

Vision-Language Models

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
Florence-2 torch MIT N/A ✅ ✅
PaliGemma torch Gemma License N/A ✅ ✅
Qwen2.5-VL torch Apache 2.0 N/A ✅ ✅
Qwen3-VL torch Apache 2.0 N/A ✅ ✅
Qwen3.5 torch Apache 2.0 N/A ✅ ✅
SmolVLM torch Apache 2.0 N/A ✅ ✅
Moondream2 torch Apache 2.0 N/A ✅ ❌
Gemma 4 hugging-face Gemma License N/A ✅ ❌

Depth Estimation

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
YOLO26 Depth onnx, torch-script, trt AGPL-3.0 ✅ ✅ ❌
Depth Anything V2 torch Apache 2.0 N/A 🔑 ❌
Depth Anything V3 torch Apache 2.0 N/A 🔑 ❌

Specialized Models

Model Backends License Commercial License in RF Plan Pre-trained Weights Trainable at RF
L2CS torch MIT N/A ✅ ❌

Next Steps