Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond Aug 24, 2023 Chart Question Answering FS-MEVQA
Code Code Available 5 VisionReasoner: Unified Visual Perception and Reasoning via Reinforcement Learning May 17, 2025 2D Object Detection Object Counting
Code Code Available 5 Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement Mar 9, 2025 Domain Generalization Object Detection
Code Code Available 5 GLIPv2: Unifying Localization and Vision-Language Understanding Jun 12, 2022 2D Object Detection Contrastive Learning
Code Code Available 5 Multi-label Cluster Discrimination for Visual Representation Learning Jul 24, 2024 Contrastive Learning Image-text Retrieval
Code Code Available 5 General Object Foundation Model for Images and Videos at Scale Dec 14, 2023 Instance Segmentation Long-tail Video Object Segmentation
Code Code Available 5 PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model Mar 21, 2024 Decoder Generalized Referring Expression Segmentation
Code Code Available 5 Generalized Decoding for Pixel, Image, and Language Dec 21, 2022 Decoder Image Segmentation
Code Code Available 5 Universal Instance Perception as Object Discovery and Retrieval Mar 12, 2023 Described Object Detection Generalized Referring Expression Comprehension
Code Code Available 5 Tracking Anything with Decoupled Video Segmentation Sep 7, 2023 Open-Vocabulary Video Segmentation Open-World Video Segmentation
Code Code Available 5 EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model Jun 28, 2024 Interactive Segmentation Language Modeling
Code Code Available 5 RemoteSAM: Towards Segment Anything for Earth Observation May 23, 2025 Attribute Earth Observation
Code Code Available 5 UniVS: Unified and Universal Video Segmentation with Prompts as Queries Feb 28, 2024 Decoder Referring Expression Segmentation
Code Code Available 5 GLaMM: Pixel Grounding Large Multimodal Model Nov 6, 2023 Conversational Question Answering Image Captioning
Code Code Available 5 GRES: Generalized Referring Expression Segmentation Jun 1, 2023 Generalized Referring Expression Segmentation Referring Expression
Code Code Available 5 Unveiling Parts Beyond Objects: Towards Finer-Granularity Referring Expression Segmentation Jan 1, 2024 Descriptive Object
Code Code Available 5 Decoupling Static and Hierarchical Motion Perception for Referring Video Segmentation Apr 4, 2024 Contrastive Learning Referring Expression
Code Code Available 5 HyperSeg: Towards Universal Visual Segmentation with Large Language Model Nov 26, 2024 Language Modeling Large Language Model
Code Code Available 5 Unleashing Text-to-Image Diffusion Models for Visual Perception Mar 3, 2023 Denoising Depth Estimation
Code Code Available 5 Hierarchical Open-vocabulary Universal Image Segmentation Jul 3, 2023 Image Comprehension Image Segmentation
Code Code Available 5 Universal Segmentation at Arbitrary Granularity with Language Instruction Dec 4, 2023 Referring Expression Segmentation Segmentation
Code Code Available 5 VLT: Vision-Language Transformer and Query Generation for Referring Segmentation Oct 28, 2022 Referring Expression Segmentation Referring Video Object Segmentation
Code Code Available 5 UniRef++: Segment Every Reference Object in Spatial and Temporal Spaces Dec 25, 2023 Image Segmentation Object
Code Code Available 5 GroundingSuite: Measuring Complex Multi-Granular Pixel Grounding Mar 13, 2025 Diversity Language Modeling
Code Code Available 5 Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation Jan 15, 2025 Image Segmentation Referring Expression Segmentation
Code Code Available 5 Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic Jun 27, 2023 Image Captioning Referring Expression Segmentation
Code Code Available 5 SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories Mar 11, 2025 Decision Making Interactive Segmentation
Code Code Available 5 Text4Seg: Reimagining Image Segmentation as Text Generation Oct 13, 2024 Image Segmentation Referring Expression
Code Code Available 5 F-LMM: Grounding Frozen Large Multimodal Models Jun 9, 2024 General Knowledge Instruction Following
Code Code Available 5 Language as Queries for Referring Video Object Segmentation Jan 3, 2022 Object Object Tracking
Code Code Available 5 NExT-Chat: An LMM for Chat, Detection and Segmentation Nov 8, 2023 Referring Expression Referring Expression Segmentation
Code Code Available 5 SAM4MLLM: Enhance Multi-Modal Large Language Model for Referring Expression Segmentation Sep 1, 2024 Language Modeling Language Modelling
Code Code Available 5 The Devil is in Temporal Token: High Quality Video Reasoning Segmentation Jan 15, 2025 Reasoning Segmentation Referring Expression Segmentation
Code Code Available 5 Multi-Attention Network for Compressed Video Referring Object Segmentation Jul 26, 2022 Object Referring Expression Segmentation
Code Code Available 5 End-to-End Referring Video Object Segmentation with Multimodal Transformers Nov 29, 2021 Inductive Bias Instance Segmentation
Code Code Available 5 3D-STMN: Dependency-Driven Superpoint-Text Matching Network for End-to-End 3D Referring Expression Segmentation Aug 31, 2023 Navigate Referring Expression
Code Code Available 5 MPG-SAM 2: Adapting SAM 2 with Mask Priors and Global Context for Referring Video Object Segmentation Jan 23, 2025 Referring Expression Segmentation Referring Video Object Segmentation
Code Code Available 5 Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts Nov 16, 2021 Cross-Modal Retrieval Image Captioning
Code Code Available 5 MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding Apr 26, 2021 Generalized Referring Expression Comprehension Phrase Grounding
Code Code Available 5 PolyFormer: Referring Image Segmentation as Sequential Polygon Generation Feb 14, 2023 Decoder Image Segmentation
Code Code Available 5 DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy Jul 2, 2025 Data Augmentation Generalized Referring Expression Segmentation
Code Code Available 5 MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation Nov 28, 2024 Data Augmentation Image Segmentation
Code Code Available 5 Modeling Motion with Multi-Modal Features for Text-Based Video Segmentation Apr 6, 2022 Optical Flow Estimation Referring Expression Segmentation
Code Code Available 5 Image Segmentation Using Text and Image Prompts Dec 18, 2021 Decoder Image Segmentation
Code Code Available 5 Towards Robust Referring Video Object Segmentation with Cyclic Relational Consensus Jul 4, 2022 Referring Expression Segmentation Referring Video Object Segmentation
Code Code Available 5 CoHD: A Counting-Aware Hierarchical Decoding Framework for Generalized Referring Expression Segmentation May 24, 2024 Generalized Referring Expression Segmentation Object
Code Code Available 5 GSVA: Generalized Segmentation via Multimodal Large Language Models Dec 15, 2023 Decoder Generalized Referring Expression Segmentation
Code Code Available 5 Advancing Referring Expression Segmentation Beyond Single Image May 21, 2023 Co-Salient Object Detection Object
Code Code Available 5 Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image Segmentation Jul 21, 2023 Decoder Image Segmentation
Code Code Available 5 Local-Global Context Aware Transformer for Language-Guided Video Segmentation Mar 18, 2022 Referring Expression Segmentation Referring Video Object Segmentation
Code Code Available 5 