| Multi-Object Hallucination in Vision-Language Models | Jul 8, 2024 | HallucinationObject Hallucination | CodeCode Available | 1 | 5 |
| Revisit What You See: Disclose Language Prior in Vision Tokens for Efficient Guided Decoding of LVLMs | Jun 11, 2025 | HallucinationObject Hallucination | CodeCode Available | 1 | 5 |
| Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided Decoding | Feb 23, 2024 | HallucinationObject | CodeCode Available | 1 | 5 |
| Transferable Decoding with Visual Entities for Zero-Shot Image Captioning | Jul 31, 2023 | Caption GenerationHallucination | CodeCode Available | 1 | 5 |
| TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-Intervention | Mar 13, 2025 | HallucinationObject Hallucination | CodeCode Available | 1 | 5 |
| Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models | May 26, 2025 | HallucinationObject Hallucination | CodeCode Available | 0 | 5 |
| Explain and Improve: LRP-Inference Fine-Tuning for Image Captioning Models | Jan 4, 2020 | HallucinationImage Captioning | CodeCode Available | 0 | 5 |
| Plausible May Not Be Faithful: Probing Object Hallucination in Vision-Language Pre-training | Oct 14, 2022 | HallucinationImage Augmentation | CodeCode Available | 0 | 5 |
| Understanding Multimodal Hallucination with Parameter-Free Representation Alignment | Sep 2, 2024 | HallucinationObject | CodeCode Available | 0 | 5 |
| SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive Decoding | Jun 10, 2025 | HallucinationObject Hallucination | CodeCode Available | 0 | 5 |
| Unified Triplet-Level Hallucination Evaluation for Large Vision-Language Models | Oct 30, 2024 | HallucinationHallucination Evaluation | CodeCode Available | 0 | 5 |
| HALLUCINOGEN: A Benchmark for Evaluating Object Hallucination in Large Visual-Language Models | Dec 29, 2024 | HallucinationObject | CodeCode Available | 0 | 5 |
| Think Before You Act: A Two-Stage Framework for Mitigating Gender Bias Towards Vision-Language Tasks | May 27, 2024 | HallucinationObject Hallucination | CodeCode Available | 0 | 5 |
| Vision-Encoders (Already) Know What They See: Mitigating Object Hallucination via Simple Fine-Grained CLIPScore | Feb 27, 2025 | HallucinationObject | CodeCode Available | 0 | 5 |
| Instruction Makes a Difference | Feb 1, 2024 | HallucinationInstruction Following | CodeCode Available | 0 | 5 |
| Investigating and Mitigating Object Hallucinations in Pretrained Vision-Language (CLIP) Models | Oct 4, 2024 | counterfactualData Augmentation | CodeCode Available | 0 | 5 |
| Object Hallucination in Image Captioning | Sep 6, 2018 | HallucinationImage Captioning | CodeCode Available | 0 | 5 |
| OmniPaint: Mastering Object-Oriented Editing via Disentangled Insertion-Removal Inpainting | Mar 11, 2025 | HallucinationObject | —Unverified | 0 | 0 |
| Poison as Cure: Visual Noise for Mitigating Object Hallucinations in LVMs | Jan 31, 2025 | HallucinationObject Hallucination | —Unverified | 0 | 0 |
| Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding | Jun 8, 2025 | HallucinationObject Hallucination | —Unverified | 0 | 0 |
| Relational Graph Learning for Grounded Video Description Generation | Dec 2, 2021 | Graph LearningHallucination | —Unverified | 0 | 0 |
| ALOHa: A New Measure for Hallucination in Captioning Models | Apr 3, 2024 | HallucinationObject | —Unverified | 0 | 0 |
| RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models | May 28, 2024 | HallucinationMME | —Unverified | 0 | 0 |
| Consensus Graph Representation Learning for Better Grounded Image Captioning | Dec 2, 2021 | Graph Representation LearningHallucination | —Unverified | 0 | 0 |
| Seeing What's Not There: Spurious Correlation in Multimodal LLMs | Mar 11, 2025 | HallucinationObject | —Unverified | 0 | 0 |
