Cover Image

Future Slot Prediction for Unsupervised Object Discovery in Surgical Video

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liao, Guiqiu, Jogan, Matjaz, Hussing, Marcel, Zhang, Edward, Eaton, Eric, Hashimoto, Daniel A.
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Slot-BERT: Self-supervised Object Discovery in Surgical Video
by: Liao, Guiqiu, et al.
Published: (2025)

FORLA: Federated Object-centric Representation Learning with Slot Attention
by: Liao, Guiqiu, et al.
Published: (2025)

DenseTRF: Texture-Aware Unsupervised Representation Adaptation for Surgical Scene Dense Prediction
by: Liao, Guiqiu, et al.
Published: (2026)

Disentangling spatio-temporal knowledge for weakly supervised object detection and segmentation in surgical video
by: Liao, Guiqiu, et al.
Published: (2024)

Guided Slot Attention for Unsupervised Video Object Segmentation
by: Lee, Minhyeok, et al.
Published: (2023)

Masked Multi-Query Slot Attention for Unsupervised Object Discovery
by: Pramanik, Rishav, et al.
Published: (2024)

Adaptive Slot Attention: Object Discovery with Dynamic Slot Number
by: Fan, Ke, et al.
Published: (2024)

SlotMatch: Distilling Object-Centric Representations for Unsupervised Video Segmentation
by: Grigore, Diana-Nicoleta, et al.
Published: (2025)

Divided Attention: Unsupervised Multi-Object Discovery with Contextually Separated Slots
by: Lao, Dong, et al.
Published: (2023)

SURGIVID: Annotation-Efficient Surgical Video Object Discovery
by: Köksal, Çağhan, et al.
Published: (2024)

QASA: Quality-Guided K-Adaptive Slot Attention for Unsupervised Object-Centric Learning
by: Ouyang, Tianran, et al.
Published: (2026)

Predicting Video Slot Attention Queries from Random Slot-Feature Pairs
by: Zhao, Rongzhen, et al.
Published: (2025)

Slot-VAE: Object-Centric Scene Generation with Slot Attention
by: Wang, Yanbo, et al.
Published: (2023)

When Slots Compete: Slot Merging in Object-Centric Learning
by: Chatzisavvas, Christos, et al.
Published: (2026)

Motion-Refined DINOSAUR for Unsupervised Multi-Object Discovery
by: Gong, Xinrui, et al.
Published: (2025)

SlotVTG: Object-Centric Adapter for Generalizable Video Temporal Grounding
by: Han, Jiwook, et al.
Published: (2026)

PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning
by: Villar-Corrales, Angel, et al.
Published: (2025)

HEAP: Unsupervised Object Discovery and Localization with Contrastive Grouping
by: Zhang, Xin, et al.
Published: (2023)

Slot-guided Volumetric Object Radiance Fields
by: Qi, Di, et al.
Published: (2024)

Slot-VLM: SlowFast Slots for Video-Language Modeling
by: Xu, Jiaqi, et al.
Published: (2024)

Enhancing Object Discovery for Unsupervised Instance Segmentation and Object Detection
by: Feng, Xingyu, et al.
Published: (2025)

Ensemble Foreground Management for Unsupervised Object Discovery
by: Wu, Ziling, et al.
Published: (2025)

Unsupervised Discovery of Object-Centric Neural Fields
by: Luo, Rundong, et al.
Published: (2024)

SlotMemory: Object-Centric KV Memory for Streaming Long-Video Generation
by: Dou, Weijia, et al.
Published: (2026)

DDLP: Unsupervised Object-Centric Video Prediction with Deep Dynamic Latent Particles
by: Daniel, Tal, et al.
Published: (2023)

OCK: Unsupervised Dynamic Video Prediction with Object-Centric Kinematics
by: Song, Yeon-Ji, et al.
Published: (2024)

Unsupervised Open-Vocabulary Object Localization in Videos
by: Fan, Ke, et al.
Published: (2023)

Unsupervised Object Discovery: A Comprehensive Survey and Unified Taxonomy
by: Villa-Vásquez, José-Fabian, et al.
Published: (2024)

ObjectForesight: Predicting Future 3D Object Trajectories from Human Videos
by: Soraki, Rustin, et al.
Published: (2026)

Learning Motion and Temporal Cues for Unsupervised Video Object Segmentation
by: Zhuge, Yunzhi, et al.
Published: (2025)

Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations
by: Dedhia, Bhishma, et al.
Published: (2024)

Reconstruction-Guided Slot Curriculum: Addressing Object Over-Fragmentation in Video Object-Centric Learning
by: Moon, WonJun, et al.
Published: (2026)

Training-free Temporal Object Tracking in Surgical Videos
by: Koley, Subhadeep, et al.
Published: (2026)

Dual Prototype Attention for Unsupervised Video Object Segmentation
by: Cho, Suhwan, et al.
Published: (2022)

MetaSlot: Break Through the Fixed Number of Slots in Object-Centric Learning
by: Liu, Hongjia, et al.
Published: (2025)

Predicting Surgical Safety Margins in Osteosarcoma Knee Resections: An Unsupervised Approach
by: Vargas-Ecos, Carolina, et al.
Published: (2025)

Implicit Motion-Compensated Network for Unsupervised Video Object Segmentation
by: Xi, Lin, et al.
Published: (2022)

Tsanet: Temporal and Scale Alignment for Unsupervised Video Object Segmentation
by: Lee, Seunghoon, et al.
Published: (2023)

Sum-of-Checks: Structured Reasoning for Surgical Safety with Large Vision-Language Models
by: You, Weiqiu, et al.
Published: (2026)

Learning Global Object-Centric Representations via Disentangled Slot Attention
by: Chen, Tonglin, et al.
Published: (2024)