Unbalanced Visual Tokens
![[CVPR‘22-Oral] Not All Tokens Are Equal Human-centric Visual Analysis ...](https://img-blog.csdnimg.cn/97e571331eb64f1a95a272dc5b2a638f.png "Unbalanced Visual Tokens")
![[논문 리뷰] ClawMachine: Learning to Fetch Visual Tokens for Referential ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/clawmachine-learning-to-fetch-visual-tokens-for-referential-comprehension-0.png "Unbalanced Visual Tokens")
![[论文评述] Treat Visual Tokens as Text? But Your MLLM Only Needs Fewer ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/treat-visual-tokens-as-text-but-your-mllm-only-needs-fewer-efforts-to-see-0.png "Unbalanced Visual Tokens")
![[Token]What Kind of Visual Tokens Do We Need? AAAI2025_visual token 进展 ...](https://i-blog.csdnimg.cn/direct/1f73bba8e32f4a3e817d1dab5504a237.png "Unbalanced Visual Tokens")
![[논문 리뷰] ERASE: Eliminating Redundant Visual Tokens via Adaptive Two ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/erase-eliminating-redundant-visual-tokens-via-adaptive-two-stage-token-pruning-1.png "Unbalanced Visual Tokens")
![[논문 리뷰] Hot-Start from Pixels: Low-Resolution Visual Tokens for Chinese ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/hot-start-from-pixels-low-resolution-visual-tokens-for-chinese-language-modeling-1.png "Unbalanced Visual Tokens"){kind=tracking}
![[논문 리뷰] MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/mint-cot-enabling-interleaved-visual-tokens-in-mathematical-chain-of-thought-reasoning-1.png "Unbalanced Visual Tokens")
![[論文レビュー] HiViS: Hiding Visual Tokens from the Drafter for Speculative ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/hivis-hiding-visual-tokens-from-the-drafter-for-speculative-decoding-in-vision-language-models-0.png "Unbalanced Visual Tokens")
![[2411.11066] TS-LLaVA: Constructing Visual Tokens through Thumbnail-and ...](https://ar5iv.labs.arxiv.org/html/2411.11066/assets/x2.png "Unbalanced Visual Tokens")
![[논문 리뷰] TokLIP: Marry Visual Tokens to CLIP for Multimodal ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/toklip-marry-visual-tokens-to-clip-for-multimodal-comprehension-and-generation-1.png "Unbalanced Visual Tokens")
![[논문 리뷰] Dynamic-VLM: Simple Dynamic Visual Token Compression for VideoLLM](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/dynamic-vlm-simple-dynamic-visual-token-compression-for-videollm-0.png "Unbalanced Visual Tokens")
![[2503.08019] Multi-Cue Adaptive Visual Token Pruning for Large Vision ...](https://ar5iv.labs.arxiv.org/html/2503.08019/assets/x3.png "Unbalanced Visual Tokens")
![[논문 리뷰] Improving Visual Token Reduction via Rectifying Distortions for ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/improving-visual-token-reduction-via-rectifying-distortions-for-efficient-multimodal-llm-inference-1.png "Unbalanced Visual Tokens")
![[论文评述] Can Visual Input Be Compressed? A Visual Token Compression ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/can-visual-input-be-compressed-a-visual-token-compression-benchmark-for-large-multimodal-models-1.png "Unbalanced Visual Tokens")
![[2403.06764] An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play ...](https://ar5iv.labs.arxiv.org/html/2403.06764/assets/x2.png "Unbalanced Visual Tokens")
![[论文评述] PVC: Progressive Visual Token Compression for Unified Image and ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/pvc-progressive-visual-token-compression-for-unified-image-and-video-processing-in-large-vision-language-models-0.png "Unbalanced Visual Tokens")
![[论文评述] LLaVA-SP: Enhancing Visual Representation with Visual Spatial ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/llava-sp-enhancing-visual-representation-with-visual-spatial-tokens-for-mllms-0.png "Unbalanced Visual Tokens")
![[论文评述] HERO: Rethinking Visual Token Early Dropping in High-Resolution ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/hero-rethinking-visual-token-early-dropping-in-high-resolution-large-vision-language-models-2.png "Unbalanced Visual Tokens")
![[论文评述] Understanding the Effect of using Semantically Meaningful Tokens ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/understanding-the-effect-of-using-semantically-meaningful-tokens-for-visual-representation-learning-1.png "Unbalanced Visual Tokens")
![[논문 리뷰] Blink: Dynamic Visual Token Resolution for Enhanced Multimodal ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/blink-dynamic-visual-token-resolution-for-enhanced-multimodal-understanding-0.png "Unbalanced Visual Tokens")
![[2403.16999] Visual CoT: Advancing Multi-Modal Language Models with a ...](https://ar5iv.labs.arxiv.org/html/2403.16999/assets/figures/tokens_vs_acc.png "Unbalanced Visual Tokens")
![[2412.13180] Feather the Throttle: Revisiting Visual Token Pruning for ...](https://ar5iv.labs.arxiv.org/html/2412.13180/assets/x3.png "Unbalanced Visual Tokens")
![[논문 리뷰] EM-KD: Distilling Efficient Multimodal Large Language Model ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/em-kd-distilling-efficient-multimodal-large-language-model-with-unbalanced-vision-tokens-0.png "Unbalanced Visual Tokens")
![[논문 리뷰] Superpixel Tokenization for Vision Transformers: Preserving ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/superpixel-tokenization-for-vision-transformers-preserving-semantic-integrity-in-visual-tokens-0.png "Unbalanced Visual Tokens"){kind=tracking}
![[论文评述] ShortV: Efficient Multimodal Large Language Models by Freezing ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/shortv-efficient-multimodal-large-language-models-by-freezing-visual-tokens-in-ineffective-layers-0.png "Unbalanced Visual Tokens")
![[2209.02127] Design of the topology for contrastive visual-textual ...](https://ar5iv.labs.arxiv.org/html/2209.02127/assets/SECTIONS/03_METHOD/fig0_b.png "Unbalanced Visual Tokens")
![[ICLR 2023] Universal Few-shot Learning of Dense Prediction Tasks with ...](https://dsailatkaist.github.io/images/DS503_24S/Universal_Few-shot_Learning_of_Dense_Prediction_Tasks_with_Visual_Token_Matching/token-matching-module.png "Unbalanced Visual Tokens")
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