| The Devil is in Temporal Token: High Quality Video Reasoning Segmentation | Jan 15, 2025 | Reasoning SegmentationReferring Expression Segmentation | CodeCode Available | 2 |
| HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual Perceiver | Jan 1, 2025 | Reasoning SegmentationSegmentation | CodeCode Available | 2 |
| POPEN: Preference-Based Optimization and Ensemble for LVLM-Based Reasoning Segmentation | Jan 1, 2025 | HallucinationReasoning Segmentation | —Unverified | 0 |
| PRIMA: Multi-Image Vision-Language Models for Reasoning Segmentation | Dec 19, 2024 | Reasoning Segmentation | —Unverified | 0 |
| InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language Models | Dec 18, 2024 | Reasoning SegmentationSegmentation | CodeCode Available | 2 |
| HyperSeg: Towards Universal Visual Segmentation with Large Language Model | Nov 26, 2024 | Language ModelingLarge Language Model | CodeCode Available | 2 |
| Multimodal 3D Reasoning Segmentation with Complex Scenes | Nov 21, 2024 | Reasoning SegmentationScene Understanding | —Unverified | 0 |
| Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level | Nov 15, 2024 | Benchmarkingcounterfactual | —Unverified | 0 |
| SegLLM: Multi-round Reasoning Segmentation | Oct 24, 2024 | Reasoning SegmentationReferring Expression | —Unverified | 0 |
| One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos | Sep 29, 2024 | AllImage Segmentation | CodeCode Available | 2 |
| Instruction-guided Multi-Granularity Segmentation and Captioning with Large Multimodal Model | Sep 20, 2024 | Image CaptioningPanoptic Segmentation | CodeCode Available | 1 |
| Visual Agents as Fast and Slow Thinkers | Aug 16, 2024 | Question AnsweringReasoning Segmentation | CodeCode Available | 1 |
| One Framework to Rule Them All: Unifying Multimodal Tasks with LLM Neural-Tuning | Aug 6, 2024 | AllImage Captioning | —Unverified | 0 |
| An Efficient and Effective Transformer Decoder-Based Framework for Multi-Task Visual Grounding | Aug 2, 2024 | DecoderReasoning Segmentation | CodeCode Available | 1 |
| ViLLa: Video Reasoning Segmentation with Large Language Model | Jul 18, 2024 | Image SegmentationLanguage Modeling | CodeCode Available | 1 |
| VISA: Reasoning Video Object Segmentation via Large Language Models | Jul 16, 2024 | DecoderObject | CodeCode Available | 3 |
| Reasoning3D -- Grounding and Reasoning in 3D: Fine-Grained Zero-Shot Open-Vocabulary 3D Reasoning Part Segmentation via Large Vision-Language Models | May 29, 2024 | 3D Instance Segmentation3D Semantic Segmentation | —Unverified | 0 |
| Reason3D: Searching and Reasoning 3D Segmentation via Large Language Model | May 27, 2024 | DecoderLanguage Modeling | CodeCode Available | 2 |
| LLM-Seg: Bridging Image Segmentation and Large Language Model Reasoning | Apr 12, 2024 | Image SegmentationLanguage Modeling | CodeCode Available | 2 |
| CoReS: Orchestrating the Dance of Reasoning and Segmentation | Apr 8, 2024 | Reasoning SegmentationSegmentation | CodeCode Available | 1 |
| Empowering Segmentation Ability to Multi-modal Large Language Models | Mar 21, 2024 | Dialogue GenerationReasoning Segmentation | CodeCode Available | 0 |
| LISA++: An Improved Baseline for Reasoning Segmentation with Large Language Model | Dec 28, 2023 | Instance SegmentationLanguage Modeling | CodeCode Available | 4 |
| FoodLMM: A Versatile Food Assistant using Large Multi-modal Model | Dec 22, 2023 | Food RecognitionMulti-Task Learning | —Unverified | 0 |
| PixelLM: Pixel Reasoning with Large Multimodal Model | Dec 4, 2023 | Decodermodel | CodeCode Available | 2 |
| Beyond Segmentation: Road Network Generation with Multi-Modal LLMs | Oct 15, 2023 | Autonomous NavigationLanguage Modeling | —Unverified | 0 |
