Turning Vision Foundation Models into robust zero shot anomaly detectors is notoriously difficult. A new paper titled AnomalyVFM tackles this challenge head on.
The authors Matic Fuฤka, Vitjan Zavrtanik, and Danijel Skoฤaj from the University of Ljubljana propose a synthetic dataset generation pipeline combined with low rank feature adapters and a confidence weighted pixel loss. This allows them to adapt VFMs without relying on in domain training data.
By using RADIO as a backbone, AnomalyVFM achieves an average image level AUROC of 94.1 percent across 9 diverse datasets. This substantially outperforms current methods and addresses the limited diversity in existing auxiliary anomaly detection datasets.
It makes purely vision based models highly competitive against Vision Language Models like CLIP in zero shot scenarios.
Paper: https://t.co/Nmzax6cgpj
Excited ๐คฉ to announce the VOTS2025 challenges winners ๐:
S3-DAM4SAM (VOTS)
SV-DAM4SAM (VOTS-RT)
DAM-RMemAOT (VOTSt)
Check out the leader boards: https://t.co/PY7ySC31qb
Thanks to all VOTS2025 participants for the performance push ๐!
#VOTS#AwesomeTrackers#AwesomeCommunity
โจ CVPR 2025 highlight: A Distractor-Aware Memory for Visual Object Tracking with SAM2
the authors propose a new distractor-aware memory model for SAM2 and an introspection-based update strategy that jointly addresses the segmentation accuracy as well as tracking robustness
๐ก https://t.co/JVrH5UEdiI
(1/n)๐งต๐
If you're attending #ECCV2024 , join us for #VOTS2024 workshop on ๐ 29th at 9h in Amber 4 for Results/Winner talks, Keynotes and the Panel๐ง.
Also pick up your free ๐VOTS2024 t-shirt!
(Option to win a limited-edition gift in the next post!)
#SAMv2#TrackAnyPoint#TrackItAll
๐ Join Our Team! ๐ I am looking for candidates for a Young Researcher (PhD student) position with ARIS funding for 4 years. Start in October 2024. Focus on robust deep learning in remote sensing. https://t.co/8Mcyz1erj2 Apply now! ๐ #PhD#RemoteSensing#DeepLearning
Exciting news! VOTS2023 development dataset and updated VOT toolkit are out now. Integrate your tracker and test using tutorials: https://t.co/HQFvqYQsCE. Stay tuned for final evaluation dataset & server in a week #VOT#VOTS#VOTS2023
We're excited to announce the new Visual Object Tracking and Segmentation Challenge VOTS2023 that unifies single/multi-target short/long-term segmentation tracking. The challenge opens on 4th May.
https://t.co/m98bJTmBT3
#VOT#VOTS#tracking#segmentation#ICCV2023
Med vsemi, ki boste v naslednjih 5 dneh (do srede 6. 10., 12:00) poobjavili tole sporoฤilo (RT), bom nekoga izลพrebal in mu podaril knjigo #ฤistaDesetka (50 ลกportnih zgodb 2011โ2020). Prvih 26 strani lahko prelistate tukaj, prav tako pa knjigo naroฤite.
https://t.co/iGiKxdehUh