| Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding | Oct 17, 2024 | HallucinationObject Hallucination | CodeCode Available | 1 |
| DAMRO: Dive into the Attention Mechanism of LVLM to Reduce Object Hallucination | Oct 6, 2024 | AttributeDecoder | —Unverified | 0 |
| Investigating and Mitigating Object Hallucinations in Pretrained Vision-Language (CLIP) Models | Oct 4, 2024 | counterfactualData Augmentation | CodeCode Available | 0 |
| Understanding Multimodal Hallucination with Parameter-Free Representation Alignment | Sep 2, 2024 | HallucinationObject | CodeCode Available | 0 |
| Multi-Object Hallucination in Vision-Language Models | Jul 8, 2024 | HallucinationObject Hallucination | CodeCode Available | 1 |
| Does Object Grounding Really Reduce Hallucination of Large Vision-Language Models? | Jun 20, 2024 | Caption GenerationHallucination | —Unverified | 0 |
| Do More Details Always Introduce More Hallucinations in LVLM-based Image Captioning? | Jun 18, 2024 | AttributeHallucination | —Unverified | 0 |
| Understanding Sounds, Missing the Questions: The Challenge of Object Hallucination in Large Audio-Language Models | Jun 12, 2024 | Audio captioningHallucination | CodeCode Available | 2 |
| Data-augmented phrase-level alignment for mitigating object hallucination | May 28, 2024 | Data AugmentationHallucination | —Unverified | 0 |
| RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models | May 28, 2024 | HallucinationMME | —Unverified | 0 |
| RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness | May 27, 2024 | HallucinationImage Captioning | CodeCode Available | 11 |
| Think Before You Act: A Two-Stage Framework for Mitigating Gender Bias Towards Vision-Language Tasks | May 27, 2024 | HallucinationObject Hallucination | CodeCode Available | 0 |
| ALOHa: A New Measure for Hallucination in Captioning Models | Apr 3, 2024 | HallucinationObject | —Unverified | 0 |
| Effectiveness Assessment of Recent Large Vision-Language Models | Mar 7, 2024 | Anomaly DetectionAttribute | —Unverified | 0 |
| HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding | Mar 1, 2024 | HallucinationObject | CodeCode Available | 2 |
| GROUNDHOG: Grounding Large Language Models to Holistic Segmentation | Feb 26, 2024 | Causal Language ModelingGeneralized Referring Expression Segmentation | —Unverified | 0 |
| Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided Decoding | Feb 23, 2024 | HallucinationObject | CodeCode Available | 1 |
| Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models | Feb 18, 2024 | HallucinationObject | CodeCode Available | 1 |
| EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimodal Large Language Models | Feb 15, 2024 | HallucinationObject Hallucination | CodeCode Available | 1 |
| Mitigating Object Hallucination in Large Vision-Language Models via Classifier-Free Guidance | Feb 13, 2024 | HallucinationObject Hallucination | —Unverified | 0 |
| Instruction Makes a Difference | Feb 1, 2024 | HallucinationInstruction Following | CodeCode Available | 0 |
| MoE-LLaVA: Mixture of Experts for Large Vision-Language Models | Jan 29, 2024 | HallucinationMixture-of-Experts | CodeCode Available | 7 |
| Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistency | Dec 8, 2023 | DecoderHallucination | CodeCode Available | 1 |
| Mitigating Fine-Grained Hallucination by Fine-Tuning Large Vision-Language Models with Caption Rewrites | Dec 4, 2023 | HallucinationHallucination Evaluation | CodeCode Available | 1 |
| Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding | Nov 28, 2023 | HallucinationObject | CodeCode Available | 2 |