SVAC Scales Referring Video Object Segmentation to Accuracy Levels

SVAC expands the temporal window and segmentation tokens for video object segmentation, adding an Anchor‑Based Spatio‑Temporal Compression module to stay efficient, and attains top benchmark scores. getnews.me/svac-scales-referring-vi... #svac #rvos

SaSaSa2VA Wins 7th LSVOS RVOS Challenge with 67.45 J&F Score

SaSaSa2VA set a new record in the 7th LSVOS Challenge (ICCV 2025), winning first place with a combined J&F score of 67.45, 2.80 points ahead of the runner‑up. Read more: getnews.me/sasasa2va-wins-7th-lsvos... #sasasa2va #rvos #lsvos

Training-Free Boost for Sa2VA Improves Video Object Segmentation

Video‑Language Checker and Key‑Frame Sampler added to Sa2VA raise its J&F to 64.14% on MeViS, earning second in the RVOS track of the 7th LSVOS Challenge, ICCV 2025. Read more: getnews.me/training-free-boost-for-... #sa2va #rvos #lsvoschallenge

✨ SAMWISE achieves state-of-the-art performance across multiple #RVOS benchmarks—while being the smallest model in RVOS! 🎯 It also sets a new #SOTA in image-level referring #segmentation. With only 4.9M trainable parameters, it runs #online and requires no fine-tuning of SAM2 🚀