Resources

Motion-Aware Object Replacement

Main pipeline notebook with end-to-end object replacement.

SAM2 vs YOLOv8 Experiments

Mask propagation comparison experiments and metrics.

GAN Video Replace

GAN-based video object replacement approach.

Video Preprocessing for Inpainting

Frame extraction, mask preparation, and preprocessing steps.

Video Replace All-in-One

Combined pipeline running all steps sequentially.

Fixed Errors of Original Review Thesis

Updated notebook reproducing the thesis pipeline with corrected errors.

Critical Review of Per-Frame Diffusion Approaches

Our critical review with mathematical formalization of limitations and literature positioning.

IST Paper

Supplementary material.

Key References

• SAM2 — Segment Anything Model 2
• ProPainter — Video Inpainting
• Stable Diffusion Inpainting
• RAFT — Optical Flow
• ControlNet — Conditional Control
• IP-Adapter — Image Prompt Adapter

Datasets

• DAVIS — Video Object Segmentation
• YouTube-VOS