SOTAVerified

Scene Understanding

Scene understanding involves interpreting the visual information of a scene, including objects, their spatial relationships, and the overall layout. It goes beyond simple object recognition by considering the context and how objects relate to each other and the environment.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 1723 papers

TitleStatusHype
HAKE: A Knowledge Engine Foundation for Human Activity UnderstandingCode2
A Unified Framework for 3D Scene UnderstandingCode2
Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene UnderstandingCode2
IRef-VLA: A Benchmark for Interactive Referential Grounding with Imperfect Language in 3D ScenesCode2
BinsFormer: Revisiting Adaptive Bins for Monocular Depth EstimationCode2
Learning Multiple Probabilistic Decisions from Latent World Model in Autonomous DrivingCode2
Lexicon3D: Probing Visual Foundation Models for Complex 3D Scene UnderstandingCode2
A Survey on Open-Vocabulary Detection and Segmentation: Past, Present, and FutureCode2
Feed-Forward SceneDINO for Unsupervised Semantic Scene CompletionCode2
Calib3D: Calibrating Model Preferences for Reliable 3D Scene UnderstandingCode2
EmbodiedScan: A Holistic Multi-Modal 3D Perception Suite Towards Embodied AICode2
Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial ReasoningCode2
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with TransformersCode2
Chat-Scene: Bridging 3D Scene and Large Language Models with Object IdentifiersCode2
Chat-3D: Data-efficiently Tuning Large Language Model for Universal Dialogue of 3D ScenesCode2
CLIP goes 3D: Leveraging Prompt Tuning for Language Grounded 3D RecognitionCode2
OpenESS: Event-based Semantic Scene Understanding with Open VocabulariesCode2
An Egocentric Vision-Language Model based Portable Real-time Smart AssistantCode2
An End-to-End Robust Point Cloud Semantic Segmentation Network with Single-Step Conditional Diffusion ModelsCode2
COB-GS: Clear Object Boundaries in 3DGS Segmentation Based on Boundary-Adaptive Gaussian SplittingCode2
ARKit LabelMaker: A New Scale for Indoor 3D Scene UnderstandingCode2
Panoptic Scene Graph GenerationCode2
Pixel-Wise Recognition for Holistic Surgical Scene UnderstandingCode2
EmbodiedOcc: Embodied 3D Occupancy Prediction for Vision-based Online Scene UnderstandingCode2
Gaussian Grouping: Segment and Edit Anything in 3D ScenesCode2
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All datasetsSemantic Scene Understanding Challenge (passive actuation & ground-truth localisation)ADE20K valSemantic Scene Understanding Challenge (active actuation & ground-truth localisation)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ACRV BaselineOMQ0.44—Unverified
2Team VGAI (TCS Research)OMQ0.37—Unverified
3Demo_semantic_SLAMOMQ0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1CPN(ResNet-101)Mean IoU46.3—Unverified
#ModelMetricClaimedVerifiedStatus
1ACRV BaselineOMQ0.35—Unverified