| RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness | May 27, 2024 | HallucinationImage Captioning | CodeCode Available | 11 | 5 |
| MoE-LLaVA: Mixture of Experts for Large Vision-Language Models | Jan 29, 2024 | HallucinationMixture-of-Experts | CodeCode Available | 7 | 5 |
| Ferret: Refer and Ground Anything Anywhere at Any Granularity | Oct 11, 2023 | HallucinationLanguage Modeling | CodeCode Available | 5 | 5 |
| Mitigating Object Hallucination via Concentric Causal Attention | Oct 21, 2024 | HallucinationObject | CodeCode Available | 2 | 5 |
| ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models | Mar 17, 2025 | Computational EfficiencyHallucination | CodeCode Available | 2 | 5 |
| Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding | Nov 28, 2023 | HallucinationObject | CodeCode Available | 2 | 5 |
| LVLM-eHub: A Comprehensive Evaluation Benchmark for Large Vision-Language Models | Jun 15, 2023 | HallucinationImage Captioning | CodeCode Available | 2 | 5 |
| HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding | Mar 1, 2024 | HallucinationObject | CodeCode Available | 2 | 5 |
| TinyLVLM-eHub: Towards Comprehensive and Efficient Evaluation for Large Vision-Language Models | Aug 7, 2023 | HallucinationObject Hallucination | CodeCode Available | 2 | 5 |
| From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models | Oct 13, 2023 | HallucinationImage Captioning | CodeCode Available | 2 | 5 |
| Evaluating Object Hallucination in Large Vision-Language Models | May 17, 2023 | HallucinationObject | CodeCode Available | 2 | 5 |
| Understanding Sounds, Missing the Questions: The Challenge of Object Hallucination in Large Audio-Language Models | Jun 12, 2024 | Audio captioningHallucination | CodeCode Available | 2 | 5 |
| Analyzing and Mitigating Object Hallucination in Large Vision-Language Models | Oct 1, 2023 | HallucinationHallucination Evaluation | CodeCode Available | 1 | 5 |
| Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding | Oct 17, 2024 | HallucinationObject Hallucination | CodeCode Available | 1 | 5 |
| HallE-Control: Controlling Object Hallucination in Large Multimodal Models | Oct 3, 2023 | AttributeDecoder | CodeCode Available | 1 | 5 |
| Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow | Feb 28, 2025 | HallucinationObject | CodeCode Available | 1 | 5 |
| Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models | Feb 18, 2024 | HallucinationObject | CodeCode Available | 1 | 5 |
| CAFe: Unifying Representation and Generation with Contrastive-Autoregressive Finetuning | Mar 25, 2025 | HallucinationLanguage Modeling | CodeCode Available | 1 | 5 |
| Extract Free Dense Misalignment from CLIP | Dec 24, 2024 | HallucinationImage Generation | CodeCode Available | 1 | 5 |
| Mitigating Fine-Grained Hallucination by Fine-Tuning Large Vision-Language Models with Caption Rewrites | Dec 4, 2023 | HallucinationHallucination Evaluation | CodeCode Available | 1 | 5 |
| Detecting and Preventing Hallucinations in Large Vision Language Models | Aug 11, 2023 | 16kHallucination | CodeCode Available | 1 | 5 |
| HyperPocket: Generative Point Cloud Completion | Feb 11, 2021 | HallucinationObject Hallucination | CodeCode Available | 1 | 5 |
| EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimodal Large Language Models | Feb 15, 2024 | HallucinationObject Hallucination | CodeCode Available | 1 | 5 |
| Let there be a clock on the beach: Reducing Object Hallucination in Image Captioning | Oct 4, 2021 | HallucinationImage Captioning | CodeCode Available | 1 | 5 |
| Multi-Object Hallucination in Vision-Language Models | Jul 8, 2024 | HallucinationObject Hallucination | CodeCode Available | 1 | 5 |
