{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/vlogger-make-your-dream-a-vlog","title":"Vlogger: Make Your Dream A Vlog","arxiv_id":"2401.09414","date":"2024-01-17","proceeding":"CVPR 2024 1","authors":["Shaobin Zhuang","Kunchang Li","Xinyuan Chen","Yaohui Wang","Ziwei Liu","Yu Qiao","Yali Wang"],"abstract":"In this work, we present Vlogger, a generic AI system for generating a minute-level video blog (i.e., vlog) of user descriptions. Different from short videos with a few seconds, vlog often contains a complex storyline with diversified scenes, which is challenging for most existing video generation approaches. To break through this bottleneck, our Vlogger smartly leverages Large Language Model (LLM) as Director and decomposes a long video generation task of vlog into four key stages, where we invoke various foundation models to play the critical roles of vlog professionals, including (1) Script, (2) Actor, (3) ShowMaker, and (4) Voicer. With such a design of mimicking human beings, our Vlogger can generate vlogs through explainable cooperation of top-down planning and bottom-up shooting. Moreover, we introduce a novel video diffusion model, ShowMaker, which serves as a videographer in our Vlogger for generating the video snippet of each shooting scene. By incorporating Script and Actor attentively as textual and visual prompts, it can effectively enhance spatial-temporal coherence in the snippet. Besides, we design a concise mixed training paradigm for ShowMaker, boosting its capacity for both T2V generation and prediction. Finally, the extensive experiments show that our method achieves state-of-the-art performance on zero-shot T2V generation and prediction tasks. More importantly, Vlogger can generate over 5-minute vlogs from open-world descriptions, without loss of video coherence on script and actor. The code and model is all available at https://github.com/zhuangshaobin/Vlogger.","url_abs":"https://arxiv.org/abs/2401.09414v1","url_pdf":"https://arxiv.org/pdf/2401.09414v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"vlogger-make-your-dream-a-vlog","repo_url":"https://github.com/zhuangshaobin/vlogger","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"vlogger-make-your-dream-a-vlog","repo_url":"https://github.com/vchitect/vlogger","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"language-modelling","task_name":"Language Modelling"},{"task_slug":"large-language-model","task_name":"Large Language Model"},{"task_slug":"video-generation","task_name":"Video Generation"}],"methods":[{"method_slug":"diffusion","method_name":"Diffusion"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2401.09414","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2401.09414"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/vchitect/vlogger","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/zhuangshaobin/vlogger","reach":{"status":"ok","spdx":"Apache-2.0"}}],"summary":{"ran":5,"ran_violates":1,"ran_draft_wrong":1,"unverified":8},"by_repo_kind":{"official":{"samples":15,"ran":7,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"72ee7e991255ed28","entry":"clip_grad_norm_","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"utils.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"72ee7e991255ed28"}},{"code_sha256_prefix":"608e364a9d2376a3","entry":"exists","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"models/attention.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/models/attention.py","link_basis":"harvester_set","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"608e364a9d2376a3"}},{"code_sha256_prefix":"883136012250a325","entry":"fetch_files_by_numbers","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"utils.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/utils.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"883136012250a325"}},{"code_sha256_prefix":"64900e821beadb4e","entry":"get_grad_norm","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"utils.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"64900e821beadb4e"}},{"code_sha256_prefix":"3c6d7b87fb5bde2d","entry":"ip_scale_set","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"vlogger/STEB/model_transform.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/vlogger/STEB/model_transform.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3c6d7b87fb5bde2d"}},{"code_sha256_prefix":"b0c0346a19941385","entry":"tca_transform_model","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"vlogger/STEB/model_transform.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/vlogger/STEB/model_transform.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b0c0346a19941385"}},{"code_sha256_prefix":"129b804760b3115f","entry":"zero_module","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"models/utils.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/models/utils.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"129b804760b3115f"}},{"code_sha256_prefix":"6378e01f958e191e","entry":"ExtractAProtagonist","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"vlogger/planning_utils/gpt4_utils.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/vlogger/planning_utils/gpt4_utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"6378e01f958e191e"}},{"code_sha256_prefix":"d3caeee440b6a2e6","entry":"ExtractProtagonist","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"vlogger/planning_utils/gpt4_utils.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/vlogger/planning_utils/gpt4_utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d3caeee440b6a2e6"}},{"code_sha256_prefix":"6fe195fcfd10e259","entry":"checkpoint","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"models/utils.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/models/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"6fe195fcfd10e259"}},{"code_sha256_prefix":"789d775e0126423b","entry":"get_down_block","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"models/unet_blocks.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/models/unet_blocks.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"789d775e0126423b"}},{"code_sha256_prefix":"3ae6e2960734d721","entry":"get_up_block","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"models/unet_blocks.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/models/unet_blocks.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3ae6e2960734d721"}},{"code_sha256_prefix":"5ccc98c72e659c92","entry":"ip_transform_model","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"vlogger/STEB/model_transform.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/vlogger/STEB/model_transform.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5ccc98c72e659c92"}},{"code_sha256_prefix":"5b8534688e637365","entry":"json_completion","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"vlogger/planning_utils/gpt4_utils.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/vlogger/planning_utils/gpt4_utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5b8534688e637365"}},{"code_sha256_prefix":"319f00691ca1b97c","entry":"timestep_embedding","repo":"zhuangshaobin/vlogger","repo_kind":"official","path":"models/utils.py","file_url":"https://github.com/zhuangshaobin/vlogger/blob/HEAD/models/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"319f00691ca1b97c"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}