Video Processing
80+Complete video understanding, enhancement, and analysis pipeline
Process, enhance, and understand video content with 80+ implementations. Super-resolution with BasicVSR++, frame interpolation with RIFE, object tracking with ByteTrack, and action recognition with VideoMAE - all in pure C#.
Video Super-Resolution
Upscale video resolution while preserving temporal consistency.
BasicVSR / BasicVSR++
Bidirectional propagation with second-order grid propagation and flow-guided deformable alignment.
EDVR
Enhanced Deformable Video Restoration with temporal and spatial attention.
VRT / RVRT
Video Restoration Transformer with recurrent variant for long videos.
RealESRGAN (Video)
Real-world video super-resolution with temporal consistency.
Frame Interpolation
Generate intermediate frames for smooth slow-motion and frame rate conversion.
RIFE
Real-Time Intermediate Flow Estimation for fast, high-quality interpolation.
IFRNet
Intermediate Feature Refine Network for efficient frame synthesis.
AMT
All-Pairs Multi-Field Transforms for robust frame interpolation.
FILM
Frame Interpolation for Large Motion with multi-scale feature extraction.
FLAVR
Flow-Agnostic Video Representations for multi-frame interpolation.
Object Tracking
Track objects across video frames with identity preservation.
ByteTrack
Simple and effective multi-object tracking using byte-level association.
BoT-SORT
Bag of Tricks for robust multi-object tracking.
DeepSORT
Deep appearance features with Kalman filter for re-identification.
StrongSORT
Enhanced SORT with AFLink and GSI post-processing.
Video Understanding
Action recognition, video captioning, and temporal understanding.
VideoMAE
Masked autoencoder pre-training for video representation learning.
TimeSformer
Is Space-Time Attention All You Need? Divided space-time attention.
InternVideo
General video foundation model for understanding and generation.
Video-LLaVA
Large language and vision assistant for video understanding.
Video processing with AiModelBuilder
using AiDotNet;
// Train a video super-resolution model with AiModelBuilder
var result = await new AiModelBuilder<float, float[], float>()
.ConfigureModel(new BasicVSRPlusPlus<float>(scaleFactor: 4))
.ConfigureOptimizer(new AdamOptimizer<float>())
.ConfigurePreprocessing()
.BuildAsync(lowResFrames, highResFrames);
var upscaled = result.Predict(newLowResFrame);Start building with Video Processing
All 80+ implementations are included free under Apache 2.0.