| Paper | Code | J&F | ModelName | ReleaseDate |
|---|---|---|---|---|
| Towards Streaming Referring Video Segmentation via Large Language Model | ✓ Link | 76.6 | StreamingRVOS-4B | 2026-06-03 |
| Video Generation Models are General-Purpose Vision Learners | 76.4 | GenCeption Specialist-L | 2026-07-10 | |
| ReferEverything: Towards Segmenting Everything We Can Speak of in Videos | 75.0 | REM Wan-14B | 2024-10-30 | |
| DTOS: Dynamic Time Object Sensing with Large Multimodal Model | ✓ Link | 74.88 | DTOS-9B | 2025-06-11 |
| STAC: Selective Spatiotemporal Aggregation and Compression for Video Reasoning Segmentation | ✓ Link | 73.6 | STAC | 2026-07-03 |
| Boosting Text-Driven Video Segmentation via Geometry-Aware Distillation | ✓ Link | 72.5 | GeoLaV | 2026-06-23 |
| HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual Perceiver | ✓ Link | 71.2 | HyperSeg-3B | 2025-06-11 |
| VISA: Reasoning Video Object Segmentation via Large Language Models | ✓ Link | 70.4 | VISA Chat-UniVi-13B | 2024-07-16 |
| Language as Queries for Referring Video Object Segmentation | ✓ Link | 61.1 | ReferFormer Video-Swin-B | 2022-01-03 |